{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cab89781",
   "metadata": {},
   "source": [
    "# factorization model\n",
    "1. we could divide factors into three categories:\n",
    "    > trend effect $T_t$ <br>\n",
    "    > seasonal effect $S_t$ <br>\n",
    "    > random effect $I_t$ <br>\n",
    "2. all three aforementioned effects could be orgainzed in two different ways\n",
    "    > additive $x_t = T_t + S_t + I_t$ <br>\n",
    "    > multiplicative $x_t = T_t * S_t * I_t$ <br>\n",
    "\n",
    "<hr>\n",
    "\n",
    "1. first extract trend effect <br>\n",
    "2. then extract seasonal effect <br>\n",
    "3. the remaining part could be random effect"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8eb6777e",
   "metadata": {},
   "source": [
    "## statsmodels - seasonal_decompose\n",
    "1. result are stored in four different numpy arrays\n",
    "    > observed <br>\n",
    "    > trend <br>\n",
    "    > seasonal <br>\n",
    "    > resid <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e41f398f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>China</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>2285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-01</th>\n",
       "      <td>1485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-01</th>\n",
       "      <td>1288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-01</th>\n",
       "      <td>1645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-01</th>\n",
       "      <td>1243</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            China\n",
       "Date             \n",
       "2000-01-01   2285\n",
       "2000-02-01   1485\n",
       "2000-03-01   1288\n",
       "2000-04-01   1645\n",
       "2000-05-01   1243"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import warnings\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import ticker\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "traveller = pd.read_csv(\"./data/NZTravellersDestination.csv\",\n",
    "                        usecols=[\"Date\",\"China\"],\n",
    "                        parse_dates=[\"Date\"],\n",
    "                        index_col=\"Date\")\n",
    "traveller.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c081c0c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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j6tWr6NWrFwDgiy++wPXr13NtV7FiRUyePBmHDx9GVFQU7t+/j7i4OJw4cQKDBg1CWloa3njjDdy/f9/wC1UIwcHBumDRwIEDceXKFYSHhyMyMhLffPMNjh8/nuffe/LkSQwZMgSJiYl49dVXcfr0aV0w9fLly3jjjTeQnp6Ot956C6dPn1Ztm5mZiZdffhkHDx6Es7MzZsyYgdu3b+uOFxcvXsT333+fK1B35swZvPrqq0hLS0PLli1x9OhRREZGIiYmBn/++SfKlCmDe/fu4aWXXtIFHvUZPXo0+vTpg8uXLyMiIgL379/HBx98AEBMTpk/fz7ee+89vPHGG7h58yYiIiJw7949DBs2DADw7bff4tq1awbvf86cOYiOjsaqVasQHR2N+/fv49SpU2jbti2ys7Mxbtw4vT06C/s+PHz4MFauXAk7OzvMmDFD99kTHR2Nu3fvYvPmzRg6dKhRwbkWLVrg1q1beOGFFwAAL7zwQq7jWn7BX8mnn36K9evXQ6PRYMqUKQgLC8O9e/dw9+5d3QSbP//8E59//rnB+9i+fTt+/fVXzJ07F+Hh4QgPD8fdu3cxatQoAMDatWuxb98+o8ZDRERERObFIB8RERFRMWNnZ4dt27ahQ4cOumyzatWq6a5//vnn8f3336Ndu3bw9fXVXV62bFl89NFHupP0ixYtUt2vs7MzBg4cCECcwNPn2LFjutKTOct6fvzxx4iPj8fgwYOxevVqNGrUCA4OonCEv78/pk2bhpkzZwJAniXGCuLChQtYvHgx3NzcsHXrVrz++uu6DERHR0e0a9cOu3btQmBgIM6ePZsrsClJTEzE3LlzMX78eF32RIkSJVC2bFmjxvHTTz8hLCwMTk5O2LRpEzp37qwLgDZr1gzbtm1TBURz+vXXX3Hq1CnUqlULO3fuRI8ePeDm5gZAZK4NHToUGzduhEajwU8//aTLlATEawKITMyRI0eiRIkSAET2l7+/P/r27avKWDIHe3t7bN++He3bt4ednR00Gg2aNGmiK/F59+5d3TiVVqxYgTFjxqBy5cq6E+FOTk7o2LEjgoOD4e/vj7Nnz+otC1tUGzdu1GVNrlixAi+//LJuDJUqVcJvv/2mC0zpywSTJCcnY9u2bejTp48uK6Z69er4448/4OLigsTEROzYsaNAYzt69CgAYNy4cejXrx+cnZ0BiH2/bNmyGDJkSK7M0PT0dEyYMAGACEh8/vnnKF++PDQaDTQaDapXr45Vq1ahd+/eePToERYsWKDaPjAwEL///jteeOEFlC1bVndsKVGiBIYPH44//vgDgHiv5iw/KL22n332GTp27KjLBLW3t0f58uXx2muv5crAOnnypK7k6FdffYWxY8fq3vNlypTB4sWLdcHpGTNm5HpMSVxcHNatW4dhw4bpMgwDAwOxevVqlC1bFtnZ2XonLfzf//0fPvnkEzRo0ECXyWpnZ4fatWvrSt8mJSWpsrRM4dNPPwUAtG3bFitWrNAFq11dXfHGG29g/vz5iI+PN7j9hAkTkJ6ejilTpmDBggWoUaOG7vkuV64cvvnmG4wdOxaZmZn44osvVNuuWbMGR44cgUajwdq1azFhwgSUKlUKgHitKlSogNGjR2P69Omq7aZPn46MjAxUqVIFW7ZsQb169QCI56tXr17YsGEDHBwccPPmzTwDlI0bN8by5ctRrlw5ACIbcPr06WjdurXuuRk6dCjmz58Pf39/AIC3tzcWLVqEChUqGHwtJQkJCVi1ahUGDhyo++ypWbMmNm7ciKpVqyIzM9Ok70NpP+3YsSMmTJigyn739fVFly5d8OOPPxr9OWIKERERus/2iRMnYtq0afDy8gIgnsvPPvsM7777LgDg+++/NxjEjouLw4IFC/Duu+/qPhN9fX3xww8/oFGjRgBEoJCIiIiIrI9BPiIiIqJiZvDgwQgMDCz09lIfoOPHjyMrKyvXfQPqYJ6S1OOqefPmqFKliu7y2NhYbN68GYA4sWjIkCFDAIi+TA8ePCj03yBZsWIFtFotevTogbp16+q9TcmSJfH8888DAP7991+9t/H29sarr75a6HFIZdEGDBigt1xdmTJl8rx/qdToG2+8gZIlS+q9TaNGjVCrVi2kp6erejN5enoCgEmez8IaPXq07qS8Ut26dVGxYkUAwPnz5wt0nyVKlEDbtm0BwCxBvg0bNgAQ72V9pUQdHBzw0UcfAQAuXrxocPz9+/dHjRo1cl1eqlQpNGvWDEDB//bCvKZ///03IiIi4O/vr8s+0kfaB3fv3l2gMTVu3BilSpVCUlISQkJC9I43MjLS6PuTAgSBgYG67KCcpk2bBkCUmFSWo1Vq2bIl2rdvn+tyZ2dnXSZuQZ9/QD5OmvK9FxoaquuXN2nSJL0lgV955RUEBATo3T4kJASnTp2Co6NjnpnBUpnOvXv3qo7xUsCye/fuqn5weYmPj9cdN9977z1dAEypYcOG6NevH4C8Az8TJkzQO9lBmTEtZfYp2dvb60q95vVatmzZMldJWEAEUN977z0AwD///KPKrC3K+1AKnsXExOT6LLWWTZs2ITMzEy4uLgY/iydPngxnZ2dkZGQY7O0ZFBSkt9wrAPTu3RtA4fYrIiIiIjI99uQjIiIiKmaMKdn14MED/PTTT9i9ezeuX7+OhISEXCchk5OTERcXBz8/P91lLVu2ROXKlXU9qT7++GPddenp6brAiBQokBw/flxXjlEqk5efsLAwlC5d2qjbGnLkyBEAIsBRqVIlg7dLSkoCAF3/t5waN25sdL+jnNLT03HhwgUA0BtskLRv3x7z58/Pdfnjx491J0tnzJiRq1eiktTvT/l3dO/eHV999RWCg4PRv39/DBkyBG3btrVo9oi+UoySsmXL4vbt27qx57Rjxw6sW7cOp06dQlRUFJKTk3PdJiIiwmRjlUilDPUFBSTt27eHvb09srKycPr0ab2B5Pz+dgAG/3ZDevbsiT///BNLlixBdHQ0XnzxRbRs2VK1r+YkBaPi4+NRuXJlg7eTevXp2xfS09OxcuVKbN68GRcvXkRcXJyuB5tSeHh4rvEeO3YMn3zyCa5evYq+ffuiRYsWuXqKKUllE9u1a2ew/2XNmjUREBCAiIgInD59Wu+xpWnTpgYfQ3r+Y2Nj9V4fEhKCX375BYcPH8bdu3eRmJgIrVab599aFNJ7zsHBQZe9lpOdnR3atm2bqyceIB/vsrOz0bBhQ4OPIx2Lk5KS8PDhQ/j7+yMzMxOnTp0CYPwxGgDOnj2re07y2lc6deqEDRs24Pz588jIyNDb683QayVNEPDx8TF4HJduk9e+lN/xFxDPzdmzZ3XrRXkfduzYES4uLjh37hy6du2KkSNHon379rqJDdYgvceaNGlicP/z9vZG48aNceTIkVwlXSVNmjQx+HwU9rhGRERERObBIB8RERFRMSOVVzPk2LFjGDhwoKrkW4kSJeDq6gqNRoPs7GzExMQAgN6AyuDBgzFr1iysW7dOFeTbtWsXYmNj4ezsrOsbJFGW/FKWksyLvscuKOlxExMT8+wFJUlJSdF7eX7PaV5iY2ORmZkJAAYzcAAYzL588OCB7qS8oWBETsq/o1WrVpgxYwY+//xz/PPPP/jnn390j9exY0cMGTIkz5PfpiCVCNVHKpsnBZck2dnZGD16tCrzx8HBAd7e3roAwaNHj5CamqoL0ppSdHQ0gLxfMxcXF/j6+iIqKkp3+5wK87fnZ9CgQTh58iSWLFmC9evX6zJFq1Spgs6dO2PEiBG6knkSaV9IT083ah/MuS9ERUWhT58+uoA1IP5+Pz8/3cn+mJgYZGdn53o93nvvPYSGhmLDhg349ddf8euvv0Kj0aBWrVro2rUrXnnlFVVJYcC45x8Q7+OIiAiDz7+hzFdAfv6l/VNpyZIl+PDDD3X7nkajgaenpy7Yn5qaikePHpnkOCWR/gZfX19dCVZ9DB0rpNc4KyvL6OOs9Do/fPhQ9z6UymUWZMxA3q+VdF1mZiZiY2P1TuAw9FpJ5UaN2Zf0vZYFGR+g/puK8j6sVKkSfvjhB4wfPx7Hjh3Tla318/ND+/bt8b///Q+9e/fOs1SzqUnjy2+Sh/QeK8xxTXq9CnpcIyIiIiLzYLlOIiIiomJGOsGmT2ZmJkaNGoX4+HjUr18ff/31FyIjI/HgwQPcvn0bt27dwt69e3W3z5m1AsglO2/duqXLHAHkUp09e/aEt7e3ahspS9DV1RVJSUlG/WvXrl3hn4Qcj/v5558b9Zg7d+7Uez95PacFUZiTucoMy3379hn1dyiDrwDw/vvv4+LFi/jiiy/w/PPPo1SpUggPD8fq1avRq1cvDBs2zOZOyK5YsQJ//vkn7O3t8dFHHyEkJARxcXG4d+8ebt26hVu3bul6Yel7n5qKsa+ZJU/UA8CXX36Js2fP4rPPPkO3bt3g5eWFGzdu4Mcff0SbNm3w4Ycfqm4vBau6du1q9D6oNHnyZFy4cAG+vr5YvHgxbty4gYcPH+LOnTu610MKHOR8PRwdHbFy5UocOXIEH330Edq3bw83NzdcvHgR3333HZo0aYLvvvtO799pjef/8uXLmDRpErKzszFw4EAcOHAAsbGxCA8P1/2tc+fOBWCe915h/xbpWFGjRg2jX+MKFSqY7PGNZel9xZjHzW9MhX0fvvzyy7h06RIWLFiAF198EUFBQYiJicGGDRswaNAgdO/eHY8ePTLqvk3JVo9rRERERGR6DPIRERERPUWOHTuGu3fvwt7eHhs2bED37t1zZU/k1+erUqVKaNmyJQA5sBcXF6cLkElBQCUpayMlJUVvLz9zkR5XmX1kaT4+ProgYV6l/QyVnFT2sivK31G2bFm88847+O2333D79m0cO3ZM12Nq48aN+Omnnwp93+YgZfCNGjUKU6dORZUqVXKVhzNnn0Epe/PevXsGb5OamqrLrsyrVKa5VKlSBR9++CE2btyIsLAw7N27V9dfctGiRQgODtbdVnofFeY9lJGRgS1btgAAvvrqK4wYMQJlypRR3SYrKwsPHz7M837q16+PqVOnYvv27YiIiMC2bdvQpk0bZGVl4eOPP1b18jPm+QfkfcqUz/+mTZuQlZWFmjVrYsWKFWjSpEmucr3meO9Jf3NMTIzeMqgSQ8cK6Xh369atAme3+vr66jJkDZUt1keZ5WzM8U3KxrWGvManvE75N5nifejj44NXX30VK1aswJUrVxAaGoqJEydCo9Hg0KFDmDVrVoH+jqKQ/p78ysyaY78iIiIiIutgkI+IiIjIyqSZ9KbIGJFOVPr5+RksP6bM5DNE6rn3119/IS0tTfe/n58funfvnuv2zZs31/0dUmlBS5CCkbt27TKqXKc5ODk56Xq1HThwwODt9u/fr/dyb29v1KpVCwBUpSuLqm7duvjhhx90z9GePXtU15vyfVcY0knmBg0a6L0+MTERJ0+eNLi9FBAs7PgbN24MQGRPGnLgwAFdecAmTZoU6nFMxc7ODs2aNcOaNWt05RaVr6n0OkdEROj68xkrJiYGqampAAy/HocPH9bdxhgODg7o2LEjNmzYAGdnZ2i1WtWxRyo3euDAAV0WYk5XrlzRBY9M+fxLx8m6desa7DtmzHGyoKT3XGZmpsHXKDs7G//995/e66TXOD09XReUNZaDg4OuJ9727duN3q5hw4a65yivfUV6vurVq6e3H58l5HX8la6zs7NTvcfN8T6sXLkyPv/8c/zvf/8DkPvYmxdTHddOnz6NhIQEvbeJj49X9e4jIiIiouKNQT4iIiIiK/Pw8AAAVQ+9wvL09AQg+mvpy0QJDw/H4sWL872fgQMHwtnZGXFxcdixY4cuo+/FF1/UewLX398fffr0AQB8++23uHbtWp73b2zvufyMGjUKGo0G8fHxuUpY5pSRkWG2QKDUo3Djxo24evVqruujoqLw888/G9z+lVdeASBOoucX6Mv53OWVEQSIvmpA7pKkpnzfFYb0+KGhoXqvnzt3Lh4/fmxweylD1dCJ7Py8+OKLAET267///pvr+szMTF3Jxtq1a6NOnTqFepzCyOs1tbe312WdKQNUvXr10mXfffjhh/n2klO+j0qWLKkL+up7PTIzMzF9+vRCjdfZ2Vn33lO+B1966SUAIii5fPlyvdvOnDkTgJi00LFjR4OPUVDSe+/ChQt6gym7du3KM2BUWPXq1UPNmjUBAPPmzdMbVFq5cqXBLKzGjRvrAlTTp0832E9NkvNYMWLECADi7zNUujgnLy8vdOnSBYA4tut7X4WEhGDTpk0A5NfVGg4fPqz3dUtNTcWCBQsAAF26dIGXl5fuuqK8D/M79rq6ugIoWDnooh7X+vfvDwcHB6SmpuLrr7/We5svv/wSaWlpcHR0RL9+/Qr1OERERERkOxjkIyIiIrKy2rVrAwD+/vtvg2XajNWyZUu4u7tDq9VixIgRumBbVlYW/vnnH/To0cOoHjxeXl7o1asXAGD+/Pm63nz6SnVK5syZA19fXzx69AhdunTBihUrVCcqY2JisHnzZgwePFhXRrKoGjRogLfffhsAsGzZMgwbNgznzp3TnbjPyspCSEgI5s6di7p166rKBZrS66+/jsDAQKSlpaF///7Yu3evbgwnT55Enz59DGaJAMBrr72G5557Trc8ffp0Vfm45ORkHDhwABMmTEC9evVU2w4aNAhjxozBrl27VAG72NhYfPHFF7rsm5wZmKZ83xVG165dAQC//vorfvnlF6SnpwMAIiMjMWnSJHzzzTfw9fU1uL00/k2bNiEuLq7Aj9+/f3/dcz5ixAj8/vvvur6Ft2/fxpAhQ3Ds2DEA8kl+S2nfvj0++OADHDhwQFWW8f79+5g4caKuJK7yNXVxccG3334LjUaDs2fPonPnzvjnn390zysg/q6ff/4Z7dq1U5VvLVGihC5LbMqUKdi3b5/u/XrhwgUMGDAAp0+fhru7u97x1qxZE5988gmOHz+uCnzcuHEDo0ePRnJyMuzs7HTBIgBo2rSprufixIkTsWTJEl0AKTIyEm+//Tb++usvAMC0adN0wWpTkN57ly5dwvvvv68LhiUlJeHnn3/GsGHD8nzvFcWnn34KQGSOvfLKK7qAXmpqKpYtW4YJEyaoglBKGo0GCxYsgLOzM8LCwtChQwds3LhRFXiLiIjAunXr0KdPH0ybNk21/ZAhQ9CqVStotVoMHToU33zzDWJiYgCIY+WdO3fw/fffY+rUqbnG7OjoiBs3bqBfv344f/48AJF1uHPnTgwcOBCZmZmoXLkyXn31VZM8T4Xh6emJoUOHYuPGjboM3CtXrmDgwIG4cuUK7O3tcz0nRXkfTpgwAcOHD8emTZsQFRWluzwxMRHLli3D2rVrAeQ+9uZFmkxw+PBhXLlypYDPABAQEIC33noLgCi9O3PmTN3nQnx8PD7//HN8++23AIB3331X12eTiIiIiIovB2sPgIiIiOhZN3ToUCxYsAA3btxAjRo14OfnpzuR+O+//yIwMNDo+/L09MTs2bMxfvx4HDx4EA0bNkSJEiWQmZmJ1NRU+Pn5YcmSJUZlWwwZMgQbN27EmTNnAADVq1fXlXvTp1KlStiyZQuGDBmCO3fu4K233sLbb78NLy+vXFl0pszKmT17NrRaLX744Qds3LgRGzduhIuLC9zd3ZGQkKA72QvAqABnYXh4eOC3337D888/jzt37qBPnz5wc3ODnZ0dEhMTUbJkSfzwww+6TJqcnJ2dsX79eowYMQL79+/HvHnzMG/ePHh4eMDOzg4JCQm6oKGDg/orfGpqKlatWoVVq1bpxgIAjx490t1mwIABuQKrpnzfFca4ceOwadMmXLlyBe+++y7Gjx8PDw8P3d/66quvIjU1FWvWrNG7/ejRo/HHH3/g6NGjqFChAkqVKqXLcLt06VK+j29vb4+1a9eib9++uHTpEkaPHo0xY8bAzc1Nd1Lczs4OX3zxRYFO0ptCQkICFi9ejMWLF0Oj0cDT0xMZGRmqgN8777yjCpoBwPPPP49ly5bh3XffRUhIiC6rx9PTE4mJiaoAnJR5K5k3bx66d++OiIgI9O7dG87OznBycsLjx4/h4OCAxYsXY8aMGXp7wUVFReGrr77CV199BTs7O3h6eiIlJUVX3lOj0WDOnDm6LDbJokWL8PDhQ/z333+YOHEiJk+ejJIlSyI+Pl73fh8/fjxee+21oj2hOXTs2BEvvvgi1q9fj59++gk//fQTvLy88PjxY2RlZaFRo0YYNmwYJk6caNLHBYC+ffti0qRJmDdvHtavX4/169fD29sbjx8/RmZmJlq3bo2WLVti/vz5erdv2rQp/vzzT7zyyiu4ffs2hg0bBnt7e3h5eSElJUUV8Mu5zzs4OGDdunUYMmQIDh06hKlTp2LatGnw9PREUlKSLsid873RsGFDLFu2DK+//joOHz6M5s2bw8PDA+np6brXOCgoCH/++SdKlChhwmerYD766CP88ssvGDZsGJydneHi4qKbaKLRaPDdd9/pylkqFfZ9mJGRgb/++ksXBCxRogQcHBxUky1atWqFSZMmGf039OvXD59++iliYmLQuHFj+Pn5wc3NDQCwYsUKNGvWLN/7mD59OsLDw7FhwwbMmTMHX3zxBTw9PZGQkKAL3r/00kv45JNPjB4XEREREdkuZvIRERERWVnVqlWxY8cO9O7dG35+foiNjcXdu3dx9+5dVYDKWK+99ho2bNiAdu3a6QJ8AQEBGDt2LI4ePWp02cFu3brBz89Pty716ctLw4YNcerUKXz99dfo2LEjfH198fjxY2RnZ6Nq1ar43//+hxUrVujKf5qCvb095s2bh0OHDmH06NGoXr067O3tkZCQAC8vL7Rs2RIff/wxjhw5ostWMofGjRvj2LFjGDVqFAICApCZmQkPDw8MHToUhw4dyjNACohScMHBwfjjjz8wYMAABAUFIS0tDSkpKQgICEC3bt3w9ddf5wpgzZ8/HzNmzED37t1RtWpVaLVapKSkoGzZsujduzfWrl2L1atX5+o9Zur3XUF5eXlh9+7dePvtt1GhQgXY29vDwcEBbdu2xfLly3Xl9Qxp06YNNmzYgI4dO8LT0xNRUVG68RsrICAABw8exNy5c9GsWTO4uroiOTkZQUFBGDx4MA4ePKjLirGkFStWYOrUqejQoQMqVqyI9PR0ZGRkoHz58njxxRcRHByML774Qu+2L7/8MkJCQjB58mQ0btwYJUqUQHx8PFxcXFC/fn2MGTMG27Ztw4QJE1TbNWrUCPv378cLL7wAPz8/ZGdno0SJEnjhhRewZ8+ePPf/LVu24IMPPkDr1q0RFBSElJQUAECVKlUwfPhw/Pfff3jnnXdybefp6Yng4GAsWrQI7dq1Q8mSJZGYmIjSpUujf//+2LFjB2bPnl2EZ9KwX3/9FfPmzUPdunXh7OyMrKws1KlTB9OnT8fu3bsNZi2awqeffooNGzagffv28PDwQFpaGmrUqIHPP/8cwcHBumC1IZ07d0ZISAimT5+OVq1awdPTE/Hx8bCzs0OtWrUwcuRI/Pnnn/jqq69ybevn54edO3fi559/1h3jk5KS4OXlhUaNGmHixIn47LPPcm334osv4uTJk3j11VdRuXJlpKWlwcHBAfXr18fUqVNx4sSJXEFcS/Py8sL+/fsxceJElCtXDmlpafDx8UGvXr2we/duXVnknAr7PpwyZQrmz5+Pvn37okaNGnBwcEBiYiJKlSqFTp06YfHixdi5c2eB3kve3t74+++/8eKLLyIgIAAJCQm645qxPTGdnJywcuVKrF27Ft26dYOPjw8eP34MHx8fdOvWDevWrcPy5cut1juRiIiIiExLk5SUVLiOzkREREREREREVlSrVi3cvXsXS5YswfDhw609HCIiIiIii2ImHxEREREREREREREREVExwyAfERERERERERERERERUTHDIB8RERERERERERERERFRMcMgHxEREREREREREREREVExo0lKStJaexBEREREREREREREREREZDxm8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMM8hEREREREREREREREREVMwzyERERERERERERERERERUzDPIRERERERERERERERERFTMO1h4AFS+VKlVCcnIyypUrZ+2hEBERERERERERERERFVthYWFwc3PDrVu3CrU9g3xUIMnJycjIyIBGo7H2UGxaZmYmAMDBgbsYkS3iPkpku7h/Etku7p9Etov7J5Ft4z5KZLu4f5K1ZWRkIDk5udDb851LBVKuXDloNBpcuHDB2kOxaeHh4QCAwMBAK4+EiPThPkpku7h/Etku7p9Etov7J5Ft4z5KZLu4f5K11alTB1qtttDbsycfERERERERERERERERUTHDIB8RERERERERERERERFRMcMgHxEREREREREREREREVExwyAfERERERERERERERERUTHDIB8RERERERERERERET1btFo4hoTAPiLC2iMhKjQG+YiIiIiIiIiIiIiI6Nny/ffw79ULpVu1Aq5etfZoiArlmQ7ynTlzBvPnz8fgwYNRtWpVuLu7w8fHx+DtZ82aBXd3d4P/pk2bZnDbo0ePYsCAAQgKCoK/vz/atWuH1atX5zm+8PBwjBkzBlWqVIGPjw8aNGiAGTNmIDU11eA2qampmDlzJho0aAAfHx9UqVIFY8aMQXh4eP5PCBERERERERERERHRs2DhQgCAJjMT+OsvKw+GqHAcrD0Aa5o7dy62bdtW4O1atmyJypUr57q8UaNGem+/ZcsWDBs2DNnZ2WjTpg18fX2xb98+vPnmmwgNDcUXX3yRa5ubN2+iY8eOiImJQe3atdG6dWucPn0ac+fOxd69e7Fjxw44OzurtklNTUXv3r1x9OhRlClTBn369MGdO3ewatUq7NixA3v37tU7biIiIiIiIiIiIiKiZ8b168C1a/L6zZvWGwtRETzTQb5mzZqhXr16aNKkCRo3bmx0AGzkyJEYPny4UbeNi4vDmDFjkJWVhbVr16Jfv34AgAcPHqBr165YuHAhevXqhfbt26u2Gzt2LGJiYjB27FjMnz8fAJCZmYnhw4djy5Yt+PLLLzF16lTVNl9++SWOHj2K5s2bY8uWLShRogQAYMGCBfjoo48wduxY7Nq1y6hxExERERERERERERE9lXbsUK8zyEfF1DNdrnPixImYOnUqevbsidKlS5vlMZYvX46EhAT06dNHF+ADgNKlS2PmzJkAgO+//161zalTp3Dw4EGUKlUKs2bN0l3u4OCAb7/9Fo6OjliyZAkyMjJ012VkZGDJkiUAgK+//loX4AOAcePGoW7dujh48CDOnDljlr+TiIiIiIiIiIiIiKhYyBnku3HDOuMgKqJnOshnCTt37gQA9O/fP9d1PXr0gIuLC/bu3avqs7fjyQGmV69euUpyli5dGq1atUJcXByOHDmiu/zw4cOIj49H5cqV0bBhw1yPNWDAAADA9u3bi/onEREREREREREREREVTykpwN696svu3gUUSTVExQWDfIWwf/9+fPjhhxg3bhy++OKLPLPjzp8/DwB6A29OTk6oXbs2UlNTcfXqVd3loaGhBrdRXi7drrDbEBERERERERERERE9U/btAxRJNwCA7Gzgzh2rDIeoKJ7pnnyFtW7dOtX6559/jv79+2Pp0qWqMpmPHj1CfHw8ACAwMFDvfQUGBuL06dO4d+8e6tevDwAICwvLdxvl7ZTLAQEBereRLlduQ0RERERERERERET0TDFU7e7mTaBqVcuOhaiIGOQrgMqVK2P27Nno1q0bypcvj/j4eBw8eBBTp07Fpk2bkJWVhd9++013+6SkJN2ym5ub3vuULk9MTMy1naurq95t3N3dc92/tGzocfRtk5emTZvqvfzGjRuoWLEiwsPDjbqfZ1VsbKy1h0BEeeA+SmS7uH8S2S7un0S2i/snkW3jPkpkW0pv3ao3MBJ/6hSS6tSx+Hjo2ZaZmQl7e/tCb88gXwEMHjxYte7u7o5BgwahXbt2aN68ObZu3YqjR4+iRYsWAACtVpvvfeq7jXSZRqMx6zZERERERERERERERM8K+5s34aAoy/m4VSuUPHxYXMdynVQMMchnAmXLlsWwYcPw3Xff4d9//9UF+ZSlO5OTk+Hh4ZFr25SUlFy3lZaTk5P1Pp50uZSdp9zGUKaevm3ycvLkSb2XN23aFBqNxmApUVLj80Rk27iPEtku7p/FlFYLxMaKXhZ37ojm9d7ewAsvAEZ+DyXbx/2TyHZx/ySybdxHiWzA+vXycr16yG7bFngS5CsZFYWS3E/JwhwcHIqUpMUgn4lUfVKrNzIyUneZh4cHPD09kZCQgPDwcL1BPqnsZVBQkO6ycuXK4dy5cwZLYkqXlytXTrUNAEREROjdRrpcuQ0RERERUaHExwPBwcDt2yKQJwX07twB9E1UO3sW+PprCw+SiIiIiIgohx075OWePZFVvry8fvOm5cdDVEQM8plIXFwcgNyZcvXq1cPBgwdx9uxZ1KpVS3VdRkYGLl68CGdnZ1SvXl21zbZt23D27Fm9jyVdXrduXdU2yuuM2YaIiIiIqMBSUoA6dQADk8v02riRQT4iIiIiIrKu5GRg3z55vVcvZCYmyus3bojqJAZaYhHZIjtrD+BpoNVqsXXrVgBAo0aNVNd1794dALBp06Zc2+3YsQOpqano0KEDXFxcdJf36NEDALB9+3akpaWptnnw4AEOHz4MT09PtGrVSnd5y5Yt4enpiZs3b+oN9G3cuBEA0LNnz4L/gUREREREkkOH8g/wubkBiklsuH0bSEgw67CIiIiIiIjytHcvIJ1v9/AAWrVCVoUK8vWJiUBMjHXGRlRIDPIZKSYmBmvWrMkVdEtMTMT48eNx4sQJlC5dGn379lVdP2rUKHh4eGDbtm3YvHmz7vKoqChMnToVAPDuu++qtmnatClatmyJ6Oho3W0AIDMzE++//z4yMjIwZswYODo66q5zcnLCm2++CQCYOHGiqjffggULcP78ebRq1QpNmjQp4jNBRERERM+0u3fl5bJlgQkTgO++E9l6p0+LH8WJicDly0DJkvJtQ0MtP1YiIiIiIiKJslRn166AoyOyvbyQrWyzdeOG5cdFVATPdLnOnTt3Yu7cuarL0tPT0aFDB936lClT0KNHDyQlJeGNN97ABx98gBo1aqBcuXKIj4/HuXPn8PDhQ3h5eWHNmjVwc3NT3Z+Pjw8WL16M4cOHY+jQoWjbti18fX2xd+9exMfHY+zYsejYsWOusS1ZsgSdOnXCokWLsH//ftSqVQunTp3CrVu38Nxzz2HSpEm5tpk8eTL27t2Lo0ePon79+mjdujXu3r2LEydOwNfXF0uWLDHNE0dEREREz647d+Tljh2Br74yfNv69UXmHwCEhABt2ph3bERERERERPpotcD27fK6VPFOo0Fm+fJwOn9erN+8CbRoYfnxERXSM53JFx0djRMnTuj+AaL0pvKy6OhoACJYN2HCBDRo0ADh4eEIDg7G0aNH4e/vj3HjxuHEiRNo2bKl3sfp378//v77b3Tp0gUhISHYtWsXKlWqhMWLF2P+/Pl6t6latSoOHz6MYcOGISYmBlu2bIFGo8HkyZOxY8cOVXlPiYuLC3bs2IEpU6bAzc0NW7duxZ07dzB06FAcPnwYVapUMdEzR0RERGQGWi0cz56F3f371h4J5UUZ5FM2qdenQQN5+dw584yHiIiIiIgoP1evArduyetPWmYBUJfsZCYfFTPPdCbf8OHDMXz4cKNuW7JkScyYMaPQj9WyZUu9ffnyEhQUhKVLlxZoG1dXV0ybNg3Tpk0r0HZEREREVhUbCwwdCv+dO6F1dBSlHitXtvaoSB9luU7lj2F96teXlxnkIyIiIiIia1Fm8TVoAAQG6lYzlZMXb9604KCIiu6ZzuQjIiIiIhtw9izQtCmwcycAQJORASh6GZONUWby5RfkU2byhYYC2dnmGRMREREREVFelP34pFKdT2Qyk4+KMQb5iIiIiMh6Vq0CWrZUl00B1IEksh3Z2UBYmLyeX7nOunUBjUYsJyfzB3Mx53D9Olz++QfIyLD2UIiIiIiIjJeUBOzfL6/36qW6WlWuk5l8VMwwyEdERERElpeeDrzzDjBiBJCamvt6BvlsU2SkOsCTXyZfiRKAsi80S3YWXxcuoFTPnvB95RXg/fetPRoiIiIiIuPt2SN+gwKAp6eYaKqgyuQLDwdSUiw4OKKiYZCPiIiIiCwrIgLo2BH44Qf5Ml9fYMwYef32bYsPi4ygDL76+IggXn6UJTtDQkw/JrKMTz6BnXSy46+/rDsWIiIiIqKCUJbq7NoVcHBQXZ0VEKC+jL9HqRhhkI+IiIiILOfAAaBxY+DwYfmyJk2AU6eAkSPly5jJZ5uUr0t+pTolyiAfM/mKp7Nn1YG9+/eB6GirDYeIiIiIyGhaLbB9u7yeo1QnABHgY18+KqYc8r+J6a1Zs8Zk9zV06FCT3RcRERERmYlWC3z3HfDBB0BWlnz56NEio8/FBXB2li+PiwMePQI8PCw/VjLs7l15Ob9SnZL69eVlZvIVT9On574sNBTo1MnyYyEiIiIiKojLl9WTFXv00H+7ypXl4B778lExYpUg35tvvgmNRlPk+9FoNAzyEREREdm6tDTglVeAdevky5ycgO+/B15/HZC+F/r7Q+vsDE1amli/cweoV8/y4yXDlD+OjQ3yKTP5bt8GEhJEHwwqHs6cATZtyn35uXMM8hERERGR7VOW6mzUCChbVv/tqlQB/vlHLDOTj4oRqwT5ypUrZzDIFxMTg+TkZACAg4MDfHx8AACxsbHIzMwEALi7u8PX19cygyUiIiKiovn6a3WALygI2LABaNZMfTs7O2QGBsJRmjV5+zaDfLamMOU6K1QQGZmPHon1kBCgbVvTj43M47PP9F/OrEwiIiIiKg6UpTp79jR8u8qV5WVm8lExYpWefJcuXcLFixdz/ZswYQIyMjLQqlUrbN68GQ8ePMDNmzdx8+ZNREVFYfPmzWjdujUyMjIwYcIEXLx40RrDJyIiIqKCOHVKXm7dWqznDPA9kRUUJK+wL5/tKUy5To2GJTuLq1OngC1bdKsp3bvL17G/IhERET2LTpwQPcWHDAEyMqw9GspPYqLoCy/JK8hXpYq8zEw+KkasEuTTZ9++fZgwYQJ69eqFnTt3onPnznBW9GVxcnJC586dsXPnTvTq1QsTJkzAAeUOSkRERES26dYteXnsWMDf3+BNswID5RUG+WxPYcp1AuqSnQwOFR/KXnyNG+Px+PHy+oULwJNKK0REZAZarbVHQEQ5ZWUBw4YBp0+LSiXKaiVkm3bvloOxXl5AixaGb6vM5Lt1C8jONuvQiEzFZoJ8CxYsgFarxRdffAE7O8PD0mg0mDNnDrKzs/Hdd99ZcIREREREVCjKIF+lSnneNLNcOXnl9m3zjIcKJz5eLrkJGF+uE1Bn8jHIVzycPAls3Sqvf/YZMqpXh9beXqynpwNXr1pnbERET7uVK8XJ6N69RVCBiGzDhg3q7z9//229sZBxlP34unUDHPLoXqYM8qWmAvfvm29cRCZkM0G+06dPw8vLC0HKEk0GlCtXDl5eXjilLP1ERERERLYnIQGIi5PX8wnyMZPPhilLdbq45JmRmYsyk+/8eZ6wLA6UvfiaNgX69AFcXJCpLGPEgC0RkenFxwPvvCMm1mzfDvzzj7VHRESAyK6dNUt92e7dzLq1ZVqtOsjXq1fet/fwAPz85HX25aNiwmaCfImJiUhMTER6enq+t01PT0dSUhISExMtMDIiIiIiKjRlNp6zM1C6dJ43z2Imn+1SBl3Llxe99oxVt658++Rk9riwdcePA8HB8vpnn+lev4xateTL2V+RiMj0Fi0CHj+W10+ftt5YiEi2bVvu7z6RkcDFi9YZD+Xv4kX1RMUePfLfhn35qBiymSBfxYoVkZmZibVr1+Z727Vr1yIjIwMVK1Y0/8CIiIiIqPCUpTorVgTyKMsOAFnKqg7R0SIgRLZB+QO5IKU6AcDdHahaVV5ncMi2KbP4nntONetZFeRjJh8RkWmlpADffqu+7OxZa4yEiJS0WmDmTP3X7d5t2bGQ8ZRZfI0b5zvhFIC6ZCcz+aiYsJkg30svvQStVosPPvgAq1evNni7NWvW4IMPPoBGo8FLL71kwRESERERUYEVoB8fAGSVLg2tsk8CS3baDuVrUaFCwbdXluxkcMh2HT2qPiGiyOIDmMlHRGRWv/4qJjkp8TOTyPp27xaVDiSdO6uvI9u0fbu8nF+pTgkz+agYyqPTpGWNHz8emzdvRkhICMaOHYtZs2ahbdu2CAgIgEajQXh4OA4ePIiwsDBotVrUr18f48ePt/awiYiIiCgvypKbRgT5YG+PrIAAOEhZY3fuAMqgAlmPKYJ869eLZZ6wtF3Tp8vLzZsDPXuqrs6oXVteCQ8HHj4EfH0tNDgiMsRl2zY4HzoETJkCKPdTKj4yM4Evv8x9+bVrQFKSyIonIutQZvF17w68/74c3Nu3T+y/DjZzmp0AUfb44EF5Pcd3WoOYyUfFkM0cfVxcXBAcHIy33noLW7duRVhYGNatW6e6jfZJI9PevXtj8eLFcHFxscZQiYiIiMhYOct1GiErMFAO8rEvn+0oSrlOAKhfX15mBphtOnIE2LlTXs+RxQcA2WXKAD4+QGysuCAkBOjY0XJjJKLctm+H75gxYvnsWR5ji6s//pC/99jbi4BBWpooExgaCrRoYdXhET2zDh4E9u+X1z/+WJR+dHQEMjKAR4+Akye5j9qa3bvF6wOI767Nmxu3HTP5qBiymXKdAODt7Y1169Zh//79eOedd9CqVStUq1YN1apVQ6tWrfDOO+9g3759+P333+Hj42Pt4RIRERFRfgpYrhMAMsuVk1dYrtN2mLJc5507QHx8kYdEJqbsxdeihZipnpNGo34tGUwgsq7ERGDsWHk9NJQnJYsjrRaYO1deHzIEaNRIXmcGfPF24QJ83nwTJRYuFK81FS+zZsnLbduKf+7uQKtW8uUs2Wl7lK9Jt25i8oQxlJl80dEiI5DIxtlMJp9SkyZN0KRJE2sPg4iIiIiKQqstVJAvKzBQXmEmn21ISwPu35fXCxPkK18e8PQEEhLEekgI0K6dacZHRXf4MPD33/L69Om5svh06tcH9u4VyzzxTGRdU6eqM60B4J9/1JkIZPt27BABWsmkScDChaJPKsBjbXH24AHQpQtcIyPhGhwsJtH062ftUZGxTp1SVzmYOlVe7txZzvD791+R4Ue24/RpeblNG+O3CwgAnJ3F7x9AlOxUTnAjskE2lclHRERERE+Rhw9FDxmJsUE+ZvLZnnv35GWNBlAGYo2l0bBkpy379FN5uVUroGtXw7fl60hkG44fBxYsyH35v/9afixUNMosvuefB+rWBRo2lC87e9bSIyJTyMoChg0DIiPly37+2XrjoYJTZvE1bar+ftS5s7x8+DCQnGy5cVHesrLUkyOUmdH5sbNT/25lXz4qBmwyyJednY1Tp05h48aNWLNmjbWHQ0RERESFocziK1lS9EIwQqYygMQgn21Qvg4BAYCTU+HuRzkLllkJtuPgQXVQIK8sPkD9Ol64AGRmmm9sRKRfRgbw+uu60n/Zrq7ydXv2iBOcVDwcOgT895+8PmWK+D9naeTsbMuOi4pu9uzcQfcdO4CoKOuMhwrmwgVg40Z5fepU9fej554Tv3EAID1d7MtkG27ckCeb5pxoaAz25aNixuaCfIsXL0blypXRoUMHjBgxAmOk5tFPxMXFoWnTpmjUqBFipWbvRERERGR7lEG+ihXzDhooqDL5IiLkUilkPUXtxydR/sBmkM92KHvxtWmjnpmuT+3aYpYzAKSmAteumW1oRGTAV1+pMmljlyyB1uFJR5a4OFFijooHZRZf27Zyn6969eTvTklJzCYpbvbuVX++SjIzgbVrLT4cKoTZs+XlunVFlq2SoyPQvr28zixq23HmjLxcvTpQokTBtlf25eOxl4oBmwryTZgwAZMmTUJMTAxKliwJjZ4TQd7e3mjUqBGuX7+OHTt2WGGURERERGSUQvTjA4CssmXlAAIAhIWZcFBUKMp+T+XLF/5+lFkJ588z08QW3LgB7N4tr3/2Wf4BeVdXoEYNeZ0lO4ks6/p1kXEref11pHXujPQmTeTL/vnH8uOiggsNBbZtk9elLD5AnJSuWlVeZ8nO4uPBA2DIEDn7snJlJI4cKV+/fLlVhkUFcP068Ntv8vr//Z/694lEOTFK+X2KrEsZ5FOWPjYWM/momLGZIN8///yDH3/8ESVKlMBvv/2GiIgI+Pn56b3t//73P2i1Wmzfvt3CoyQiIiIioxUyyAdHR3XPt9u3TTYkKiRTZfLVrSsHkFJSxAkUsi5lgK5KFaBTJ+O2Y1YmkXVotcCbb4osWgAoUwaYNw8AkNa2rXw7BvmKhyevHQBxXO3ZU309y1wXPzn78Dk5AX/8gaTRo+XbnDvHoK2tmztXDtJWqwb873/6b9eli7x8+jTAqnO2QRnkK0g/Pgkz+aiYsZkg388//wyNRoOpU6eiT58+ed62efPmAIAQzhglIiIisl3K4FxBgnyAOpDEvnzWZ6ogn5ubOFEi4fd567t0SV6uU8fosrq5ekURkWUsXy567km+/x7w8gIApCqDfIcPA4mJFh0aFdDt28C6dfL6lCm5j8EM8hU/Ofvwff010KQJMqtUQboy2LBiheXHRsa5exdYuVJenzIFsLfXf9s6dYDSpcWyVivKtJJ1abVFD/IpM/lu32b/abJ5NhPkO378OABgxIgR+d7Ww8MDHh4eiJRmxRARERGR7cnZk68glIEkZvJZn6nKdQI8YWlrlEG+WrWM306ZyccgH5FlPHgATJworz//PPDCC7rVjAYNAE/PJysZwIEDFh4gFchXX8llqytVAl56KfdtlGXmmPll+3L24XvxReCtt3SrScpssDVrxH5KtufLL+XXpnx5kZlpiEajroLAkp3Wd/8+EB0trxemXKdygmpmJnDvXpGHRWRONhPki4uLg6enJ0qWLGnU7e3s7JDFHh5EREREtik7u2iZfMqgIDP5rCs7Wx3kK0omH8Agn60xRZAvLIzlqYgs4f33gbg4sVyiBPDDD+rMLwcH9clmluy0XVFRwLJl8vqHH4rXLyflZyaPtbZNTx8+LFum2kdTnn8ecHYWK9HRwM6dVhgo5SkyUr1vTpokSq7mRVmyk0E+61Nm8QUEAP7+Bb8PV1exrYR9+cjG2UyQz8PDA48ePUKGEbNYYmJiEB8fD19fXwuMjIiIiIgK7P59ID1dXi9KuU5m8lnXgwfq17KomXzMALMdWi1w+bK8XpAgX1AQ4O0tr4eGmm5cRJTbjh3q0o5z5gDlyuW+Xdeu8jKDfLbr++/lvor+/sCoUfpvl/NYy89N22SgD58us/YJrZcX0LevfMHy5RYbIhnp66/VPU+VvRQN6dxZXr56VQTkyXqKWqpTwr58VIzYTJCvVq1a0Gq1OHXqVL63Xffki22jouyoRERERGQ+ysCcry9gZLUGHWby2Q5lFp+XF+DhUbT7U2Yl3L0rZ6WQ5d27ByQlyes1axq/rUajDtgyK5PIfBITgTFj5PUWLYCxY/XfVhnku3ABiIgw79io4B4/BhYulNffe09kjeij0bBkZ3GQsw/fV18BTZrov60yoLt1K/DwoVmHRgXw8CGweLG8PnGi4X1TqUIFdQ83ZvNZl6mCfMrXlJl8ZONsJsjXt29faLVazJo1C9lSarseR48excyZM6HRaDBw4EALjpCIiIiIjKbsx1fQLD5Ancl37x57lliTMsha1FKdgMg88fKS15mVYD3KUp2BgQUP4CoDtnwdicxn2jR5woWjI/DTT4C9vf7bVqmiPlYrAw9kG378EYiPF8slSxoO2EpY5tq25ezD98ILwNtvG759t24iQwwQ32+VGbpkXUuXikkVAODjo55ckR+W7LQdyskQzOSjZ4TNBPleffVVVKlSBfv27UO/fv3w999/64J9MTEx2LdvH9555x307NkTSUlJqFevHv6nbFhLRERERLZDGeRTZuUZS1kSMjsbCA8v8pCokJRBvqKW6gRyZ4AxOGQ9yiBfQbL4JHwdi6+HD4EZM4Dhw4Hz5609GsrLiRPAggXy+uTJQN26hm+v0aiz+Rjksy1paaIcoGTsWPXEF32UQT5m8tkWfX34fv5Z3SszJwcHUdpTsmKFecdIxlP2SHz7bdH71FjKkp3//itKopPlJSSoA3LM5KNnhM0E+ZydnbFhwwaUK1cOe/fuxQsvvICHT1LWK1WqhOeffx4rVqxARkYGKleujN9++w12djYzfCIiIiJSKmomn4uLPMsZYMlOa1KW6zRFJh/ArARboQzyFaQfn0QZ5Dt/XvQkItv24AEwaZLYlz/5BFi9Ghg50tqjIkO0WpFJIgUQqlcHPv44/+1yBvl4stl2rF4tl1B1dhalOvOjLNd58SKrG9iSWbPy7cOnl/K4e/KkKK1L1pWWBhw/Lq/36lWw7Tt2lJcjI9XfschylBMhPD0LN9lUwkw+KkZsKkpWtWpVHDlyBOPGjYO3tze0Wq3qX8mSJfH2229j//79KG+KWcREREREZB5FDfIB6oCSsscfWZapy3UCzACzFUUN8tWpA0gTL1NSgOvXTTMuMr3wcGD8eHGy68sv1b0YT5/myStbdfOmeH0kP/4oJsHkp3NnOZPo/n0GEGzJ2rXy8qhRQNmy+W9Tq5bI/gKA9HTg8mWzDI0K4Z9/5OXPPzfchy+nunWBxo3ldWbzWd+JEyLQB4g+fMrXxxh+fuqsMZbstA5lP76GDfPOqs2PMpMvPh6IjS38fRGZmU0F+QDA09MTs2fPxt27d3HixAls2bIFGzduxOHDhxEWFoYvvvgC3t7e1h4mEREREeVFGZQrbJBPOfOSmXzWY+pynYA6k48ZYNZT1CCfmxtQrZq8zqxM23P7tsgEq1xZlHxMTdV/uy1bLDosMpLyZGXVqkD79sZt5+urPkGtDESQ9WRlqTOFBg82bjtnZ/UxmiU7bUN0tDrg+uKLBdt+1Ch5efVqIDPTJMOiQjpwQF5u0UJkZhZUzpKdZHmm6scHAKVKAe7u8jonRJENs7kgn1KtWrXQqVMndO3aFfXr14e9ocbSRERERGQ7MjOBsDB5vbBlUpjJZxvMUa4zZwbYtWumuV8y3sOH4gSlpDBBPkAdsGVWpu24dg0YPVoEYZcuFdk/ktKlRTbfu+/KlzHIZ5uUQb6CnqxUluxkkM82XLoEJCaKZTs747O+AHXJTk6osA2HD8vLZcqoS/sZY/BgwNFRLN+/z/3U2v77T15u27Zw96EM8u3bx8CtNRTlczMnjYZ9+ajYsJkg3++//46UlBRrD4OIiIiIiiosTJ2ZVdggHzP5rO/RI1GeRmKqIF/ODDAGhyxPmX3g5SUCP4XB0qu256OPgJo1gV9/VZ9gDAwU2Xy3bgEffKDOIjpwgGWobJGyVGdRgnz798tl6Mh6jh2Tl+vWBUqUMH5b9rK1PQcPystt2hS8LKCfH9Cnj7zOkp3Wk5WlDtq2a1e4+2nbVg7cPnoEnDpV9LGR8dLSRN9SiXJyRGGxLx8VEzYT5Hv11VdRuXJljBkzBvv377f2cIiIiIiosJT9+MqWNa5/kD7M5LM+ZXDVyQnw9zfdffOEpXXlLNVZ2J4lfB1ty+3bwNy5QHa2fFnFiiKb78YNkb3n6ioub95c3qezsoAdOyw9WsqPMiOhoP2hWreWX+vkZODIEdONiwpHGeRr3rxg2ypPVp89C2i1phgRFUXOIF9hjBwpL2/apJ5YRZYTEiKCcoDof9miReHux90daNlSXmfJTss6f16e3JSzzHFhMZOPigmbCfK5urri8ePHWLNmDfr06YOaNWvis88+w5UrV8z2mGfOnMH8+fMxePBgVK1aFe7u7vDx8cl3uzVr1qBdu3bw9/dHUFAQBgwYgKNHj+a5zdGjRzFgwAAEBQXB398f7dq1w+rVq/PcJjw8HGPGjEGVKlXg4+ODBg0aYMaMGUg11EcBQGpqKmbOnIkGDRrAx8cHVapUwZgxYxAeHp7v30VERERkEqboxweoM/lyZgeSZShLdZYvL5fYNAVlBhiDQ5ZX1H58EuXrePcuT1BamzITwccHWL4cuHoVeOMNccJLyc4OeP55eX3zZosMkYx0/z7w4IG8XtBMPmdndTYKSwFaX1GCfMoJFTEx4v1B1pOcrM7SKmx5x549RUYfILKQfv+96GOjglP242vcWN2HraCUJTt37y78/VDBKfvx1a0rZ1UWBTP5qJiwmSDf7du3sXTpUrRr1w4ajQb37t3DV199haZNm6Jdu3ZYsmQJYmJiTPqYc+fOxaeffootW7bgvpFfkCZPnow33ngDFy9eRMeOHdGkSRPs2bMH3bp1wxYDfQy2bNmCbt264Z9//kHdunXRtWtX3LhxA2+++SYmT56sd5ubN2+iVatWWLVqFXx8fNCnTx9kZWVh7ty56NWrF9L0lNpITU1F7969MWfOHCQmJqJPnz4ICgrCqlWr0KpVK9zkwYiIiJ5GiYnqjAWyPmUmX1GCfMpMvowMntCyBmUmn6lKdUrYy826lEG+mjULfz/lyolynxK+ltalDCL07i2yRPI6ydWvn7y8cydLOtoSZRZfQEDhMqm7dJGXGeSzrsREkWUiKWiQz89PvA8knBxjXSdOiO+mgCi7qpzwUhBOTsDQofI6S3Zahyn68UmUx93Dh0XvabIMU/bjkzCTj4oJmwnyubu7Y+jQoQgODsaVK1fw+eefo1atWtBqtTh9+jQ+/PBDVKtWDYMGDcLGjRuRrmwcXkjNmjXDRx99hPXr1xsVANu3bx8WLlwIX19fHD16FL///js2b96Mv//+G/b29hgzZgzi4uJU28TFxWHMmDHIysrCmjVrsHPnTqxZswanT59GlSpVsHDhQr3lSceOHYuYmBiMHTsWJ06cwMqVK3H27Fn07dsXx44dw5dffplrmy+//BJHjx5F8+bNce7cOaxcuRL79+/HnDlzdPdFRET01MjIED2FfH2B2rWBx4+tPSKSKIN8he3HB4hZtNLsZoB9+axB+ZyXL2/a+1YG+cLC2A/M0kyVyafRsC+fLVFWmDGm3FjnznJJx8ePgX37zDIsKoSi9OOTKPvynTzJ46w1nTolT0orUaJwx92cJTvJepSlOlu2FCUeC0tZsvPIEcCMFc1ID61WHeQrbD8+yXPPyf0209KAQ4eKdn9kPHME+ZSZfGFhgAniEUTmYDNBPqWyZctiwoQJOH78OA4fPox33nkHpUuXRkZGBoKDgzFixAhUrlwZ48ePL9LjTJw4EVOnTkXPnj1R2ohG8wsWLAAATJo0CVWrVtVd3rx5c7z66qtISEjAypUrVdssX74cCQkJ6NOnD/opZkmWLl0aM2fOBAB8//33qm1OnTqFgwcPolSpUpg1a5bucgcHB3z77bdwdHTEkiVLkCHNGgKQkZGBJUuWAAC+/vprlFA0cB43bhzq1q2LgwcP4ozygEdERFRc3b8PdOoEfPWV+KJ95QrL29gSU2XyAezLZ23Kcp2mzuQLClJngIWGmvb+ybDkZHUAt6g9Sxjksw2pqeoTXMZkCrm5Ad26yesGqtOQFZjiZGW9enIGoFYL7NlT9HFR4SizbJ97DrC3L/h9sAeq7TBFPz5Jw4ZiX5XkOK9IZnbtGhAVJa+3bl20+3N0BNq3l9fZl88ysrLUx0XlpIiiqFBBbleg1fL3KNksmwzyKdWvXx9z587F1atXsWnTJgwaNAhubm6Ij4/HL7/8YrFxpKamYt+TWY0DBgzIdb102Y4czcp37twJAOjfv3+ubXr06AEXFxfs3btX1WdPuo9evXrBOUffhNKlS6NVq1aIi4vDEUXj7MOHDyM+Ph6VK1dGQz0HMml827dvz+cvJSIisnEHDoiTXcof14CYoU62wVxBPmbyWZ45y3VqNDxhaS1XrogTFYDo21WUjFuAr6OtOHtWLh/n4mJ8+bi+feXlLVvk9wZZlzLI17hx4e7Dzk5dOo4nm62nKP34JDzW2oasLHX/06IG+TQaYNQoeX3lSvahtiRlP746dUSVmKJSHnfZl88ybtwAkpLEcs4qE0Xh5CRK00vYCotslM0H+SR2dnaoX78+GjRogHLKnctCrly5grS0NPj5+SEwMDDX9VJg7byyxrpiXV/gzcnJCbVr10ZqaiquXr2quzz0ySxmfdsoLw9VzHYuzDZERETFilYLzJ8vMvgePMh9/alTlh8T5Zaaqu6dV9QgnzL4wCCf5ZmzXCfAE5bWoizVWaNG4TJKlJQnUs6f58lJa1GW6mzSJO9efEp9+ogTYgBw7546uETWER+vnjBTlLJjypKd7MtnPaYI8inP91y9KrKyyfLOnwcePRLL9vaFfz2Vhg6VP4vv3QP27i36fZJxTNmPT9K5s7x86hSQo7UTmYHyu0v16nLJVFNgXz4qBopQNNoyUlNTsWXLFqxbtw579+5FVlYWtE9mFtY3VVTeCPfu3QMAvQE+QPQU9PLyQlxcHB4/foySJUvi0aNHiI+Pz3O7wMBAnD59Gvfu3dP9PWFhYfluo7ydcjlA2YhZQbpcuU1emjZtqvfyGzduoGLFiggPDzfqfp5Vsex1QGTTuI8WP5rHj+E9cSJcFRnpWicnJA0bhhJPMvu1ISGIuHVLzLYjq3G4cQNSEXStnR0iNBqgAN8bcu6f7p6e8HqynHrlCh7yO4jlpKcj4P59PDn1j0hnZ2SZ+Pl3K1cO3tLDnTqFaL6+FlHy+HF4PFlOrlgRcUY+74Y+PzXe3iir0UCj1QLJyXhw+DAylT1MyCK89+2D25Plx3Xr4lEB9ie/Jk3g/CQj/tGqVXhsRDsLMh+nw4dR6slytqcn7js45PtZamj/tKtbF2WllZs3EXn4MLJMnZlNebK7fx9lFa/f/fLlkV2YzztXV5R1cYFdaiqQnY2oPXuQYaq+U2Q0923bdN9N0+vWRXR8vAjM5yO/36A+HTvC9Um2bfLixYgrailtMkrpfft0J8dj69ZFiim+i3p7o4yfH+xjYgCtFg/Xr0dqr15Fv18yyOPAAZR8spxcs6bR320lee2fXqVLw/3J8uOQkAJ9vyIyVmZmJuyLMPHSZjP59u/fjzFjxqBSpUp49dVX8c8//yAzMxNlypTB+PHjcfz4cRyyYPPSxMREAICbm5vB20jXSbdNktKE89gu5zbK7VylBug5uLu757p/adnQ4+jbhoiIqDhwuHIFpXr3VgX4MgMDEf3XX0iYOhXaJ0E9TXo6HBWZ8WQd9ooeblkBAcZnkhiQpajgYP9k0hVZhv39+yJoA0Cr0SCrbNl8tii4jNq1dcuOly8DmZkmfwzKzfH6dd1ypqLXeGFp3dyQqcjadbh4scj3SQXndPq0bjm9gCf+UxV9+VyY7WV1TooKQRl16siZloWQXbYsMqpV0607K7NWyCKcFBkmmQEByC5sEN3eHpk1a+pWHS9cKOrQqBCcTpzQLac3a2ay+01+8UXdssv27dAozhOSedhFRMBB8dslzVSvp0aDNEVvP2cLnr9+VimPh8rfF6aQqZgY48DKMmSjbCqT7/Lly1i3bh1+//13XaaYVquFm5sbnn/+eQwZMgSdOnWCpghfcAtLyh7M67G1OXoX5Fw3ZhtjHstU2+TlpIG+Rk2bNoVGozGYZUhqfJ6IbBv30WJg3TrgtdfU5Yi6dYPDmjXw9/MT6/Xq6Up1+t+9C3TvboWBks7jx7pFh6pVC72f6bZT9CFyDA9HYEBAkU52UgEoguaaMmUQaI7MLB8f0TMqOxuatDQEJicDnLlufrdv6xY9mjeHRwH3U737dePGuj4lvuHhAD9jLevBA0BRtcW3V6+CvQbDhwOzZwMAnC5cQGBmpun7cJLxFD1/nFu0KNBnqd7b9uwJXLsGAPA+cQLekycXeYhUAIqJFQ6tWhXtN0izZqL/JgDvu3fhzWOtZWm1qj7gJXr0QAlTfIYCoi/fpEnAo0ewS01FQEQE0LFjEQZL+VL246tYEWWfe8509/3888DmzQCAEkePFvh9QgWg1QKKCWaeHTrAs6i/QZUUE6dcIyJ4HonMwsHBocDxGyWbyeRr06YNnnvuOXz99de4d+8eNBoN2rVrh6VLl+LWrVv4+eef0blzZ6sE+ACgZEmR9JtXJlxKSgoAoMSTur8lFPV/kw3USs+5jXLZ0DbS5VJ2nnIbQ+PTtw0REZHNyswE3n0XGDJEHeD75BNg+3ZACvABgLLENPvyWZ8ieFDkfnyA+iRzaioQFVX0+yTjKGY2m+1kv6ur6JshCQkxz+OQLDNTFcCFIiukSNhf0bqU/b4CAoCgoIJtX7Omel/cutU046LCUfYWUkx2KTRlX749e9g309JM0Y9PwmOtdd25oy6dq8jWKjJnZ/XvmifBXDIjc/Tjkyj78l25Inotknncvw9ER8vrpi5jrOzJd/OmCCoS2RibCfKdPXsWWq0WNWrUwPTp03H58mUEBwdj6NChNhGYCnryI8lQL7qkpCTEx8fDy8tLFxD08PCAp6dnnttJlwcpfoSVe1KWKr9tyinKV0nLERERereRLlduQ0REZLOWLAEWLpTXvb2B4GBg+nS5Kb2kSRN5mUE+67t1S142RZDPywt48n0KgDqISOalLEdjzowenrC0rJs3gYwMsWxnpw7sFIWyXzqDtZZ39Ki83Lx54TKe+/aVl59kH5AVpKQAly/L66Y4Wdm+PeDwpJBTXBy/L1lSVpYq88vkQb7s7KLdHxXMwYPycrVqgKn7lzZsKC8zyGd+yiBfu3amve+KFdW/hQ4fNu39k0w5MSYwEChVyvBtC0NZzSQpiZNOySbZTJBvzJgx+O+//3Dy5ElMnDgRAQEB1h6SSvXq1eHs7IyYmBi9wbezTz5869atq7q8Xr16quuVMjIycPHiRTg7O6O64sd1XtsYeqzCbENERGSzNm6Ulxs1EiejDDUrVwb5QkKA9HTzjo3ypgzyVaxomvtUBpjYB8FylM91+fLme5wn32MBAOwvZH6XLsnLlSoBLi6muV/liefbt4GEBNPcLxlHmSnUokXh7qNfP3l53z6+htYSGipn2rm6AjVqFP0+S5ZUvy/Yd9FyLlwQJ4UBMVFN+b21MJQTKhIT1d+7yPyUQb42bUx//wzyWU5sLKDof2ryTD5AfdxVfk6TaSmDfKbO4gPEhGNvb3n9xg3TPwZREdlMkK9Ro0a4ePEiHjx4YO2h6OXq6or27dsDADYqTzw+IV3Wo0cP1eXdn/QF2rRpU65tduzYgdTUVHTo0AEuih/X0n1s374daWlpqm0ePHiAw4cPw9PTE61atdJd3rJlS3h6euLmzZt6A33S+Hr27Jnfn0pERGRdWq06m2f+/LwzwurWBZycxHJ6uvrHGlmeqTP5AHWwkJl8lmOJcp2AugefMnuFzEMZ5DNl/8Py5QEPD3k9NNR09015y8oCjh+X1wsb5GvZUi6HnZkJ7NhR9LFRwZ0+LS/Xr5+7gkFhKUt2MshnOcoT+/XqAW5uRbu/kiXVpeOYAW9ZlgzyXbwI5DgnSCakfC39/U1X2UBJmbnLIJ/5KIN8yn3IlJTZfIq+uUS2wmaCfG+++SbefvttXalLW/Tuu+8CAObNm4frisbJx44dwy+//AIPDw+MHDlStc2oUaPg4eGBbdu2YbOi5ElUVBSmTp2qul9J06ZN0bJlS0RHR+tuAwCZmZl4//33kZGRgTFjxsDR0VF3nZOTE958800AwMSJE1W9+RYsWIDz58+jVatWaFLUWWNERETmFhkJPHworyuzfPRxclLPamYJKut5/Fj92pkqyMdMPuuwVLlOZaDpxg1m45qbuYJ8Gg1LdlrLpUsiowcoWqaQvT3Qp4+8vmVL0cdGBWeujARlkO/wYfk9Q+Zlyn58EmXmNLO9LCc2Vl1xwBxBvpo15cmLmZki0EfmoSzV2aZN4cpc50e5z58+LZdLJ9NSHgfNkckHqCdXMJOPbJDNBPl8fHzg4eEBt6LOaiqAnTt3okOHDrp/AJCenq66bOfOnbrbd+rUCW+99RYePnyIli1bYtCgQRgwYAC6deuGjIwMLF68GD4+Prn+rsWLF8POzg5Dhw5Fz549MWzYMDRq1Ag3btzA2LFj0bFjx1xjW7JkCXx9fbFo0SI0a9YMI0eORMOGDbF582Y899xzmDRpUq5tJk+ejOeeew5Hjx5F/fr1MWLECHTo0AEfffQRfH19sWTJEtM+gUREROagPDFctqxxNfXZl882KLPsnJ3F62cKzOSzvOxsdSafOct1VqkiZ6pkZQGKyXRkBspsSVMG+QD2V7QWZT++evWAovS0V/bl276dJyStQRnka9zYdPf73HNyj9uMDODAAdPdNxlmjiCfMlOFx1rLUfZUK1VK9OQzNUdHUaVEwiCu+ZizH5+kYUPxmgKi3yorzpheQoI6s85cQT5m8pGNs5kgX/Xq1ZGQkIBEC84mi46OxokTJ3T/AECr1aoui46OVm3z5ZdfYsmSJahRowb27NmDY8eOoUOHDti1axf69++v93H69++Pv//+G126dEFISAh27dqFSpUqYfHixZg/f77ebapWrYrDhw9j2LBhiImJwZYtW6DRaDB58mTs2LFDVd5T4uLigh07dmDKlClwc3PD1q1bcefOHQwdOhSHDx9GFeWsAyIiIlulDPIps0LyogzynTxp2vGQ8ZSlOitUAOxM9FWTmXyWFx2tLhFlzkw+Jyf17FiW7DQfrdZ8mXwAM/msxZRBhG7dxCQNQJw4YyDIsjIy1PuOKU9WOjgAygnGLNlpfo8fqzO/zJHJxyCf5eQs1WmOzC+AffksISlJPTHUHP34ANH3WPl6smSn6Sn3EU9P0/WEz4mZfGTjHKw9AMmwYcNw9OhRLF++HO+8845FHnP48OEYPny4RbZr2bKl3r58eQkKCsLSpUsLtI2rqyumTZuGadOmFWg7IiIim1GYIF/TpvJyaKgo9yeVuiHLUQb5TPkDS3lfd+6IQIW5TqyQoAymenrK2R/mUqsWcPWqWGaQz3wiIsRJZ0nNmqa9f+WJ59BQkRFqqmA/GabM5CtsPz6JuzvQpQsQHCzWN28GOncu2n2S8S5flidY2NurM3pMoWtXQDovsX+/ae+bcjt5UnxnAUTPUlMdc5XH2jt3gLg4wNvbNPdNhpm7H5+EQT7zO3pUlEMFRJ9L5T5las2aAU8SS3DsGDBmjPke61mUsx+fuX4jMpOPbJzN/OIaNWoUBgwYgGnTpuHHH39EpnSwJSIiomdLYYJ8derIQb30dJZCsRZlkM9U/fgAdRZZYqLoiULmpQzymbNUp0R54pNBPvNRZvGVKQN4eZn2/uvUkU+uJCXxJIglmCNTqF8/eXnLFjlIQeanPFlZu7bIAjElZWAiJARITjbt/ZOaMmvnuedMN+mhfHn18ZuZ0+aXmioHagDLBvl4DDY9ZanOVq3ksvHmoPxcZiaf6VmiHx+gzuS7f5+fn2RzbCaTb8yYMXBzc4OzszMmTpyImTNnonHjxihVqhTsDRxsNRoNFi9ebOGREhERkdmkp6tPQhsb5HNyEreVSnWeOmXaPjZkHGW/PFMG+Xx9RXZJUpJYv3NHXEbmo+zHZ85SnRJlkE95DCDTMmepTgAoUUKcBJH6KoaEAFWrmv5xSHbihHwC2NMTqFGj6PfZp4+8fOeOeB3NmeVAMmWQzxwnK+vUkT9Ps7KA06fNG6x41pmjHx8gJlM0aCBnY547B7Rvb7r7p9xOnhS/UwDA1dW8wQTl759Hj8T3a1N+rybL9OOTKPf9y5dFKWxzV8h4lpj7c1MSFCT6K0q9im/dEp+pRDbCZoJ8q1evhkajgfbJD5TY2Fj8+++/em8r3Y5BPiIioqfMlSvyF2cHh4KVNWrSRA7ynTwJvP666cdHeTNXJp9GIwJNFy+K9du3GcQ1N2UmnyWCfMqA0+XLLMlqLuYO8gHixLMU5Dt3Dhg40DyPQ4KyVGfz5qbJFCpbVtyXFKDYsoVBPktRnqw0x+ecvb34viT1Wjx2jEE+c9FqzRfkA9RBPpZ0ND9lqc4WLcTJfnPx9BSlAaVs+LNnGeQzpfR04MgRed1c/fgk1aqJcrpxceK4cPIky2CbSlqa/PsQMG+Qz95e7IdSe4EzZxjkI5tiM0G+IUOGQMMf8kRERM82ZbmhWrUK1levaVNA6mWrbKROlqHVmq8nH6AO8ikDUGQeli7Xqcw+SkwUveMCA83/uM8aSwT56tcHNmwQyywhZ37mCiL07Svf9+bNAHu+m192tmUyEpo3Vwf5yDzu3RMl3SSmDvIpSzqeO2fa+6bcLNWPT9KwoTrIN2CA+R/zWXH6NJCSIpadnEQpXXPSaERfvl27xPqxYwzymcr583JvRWdn0/eazql1aznIt2cPMGyYeR+PqABsJsj3448/WnsIREREZG2F6ccnadJEfT9paeLLPllGbKzoDSUx9YxjZdBQWRaUzMPS5Tq9vESPuMhIsX7pEoN85mCJIF+9evIy+6Oal1arzuRr0cJ0992vH/Dxx2L51CkRsAgKMt39U263bonSfBJlEMeU2B/KMpTPbYUKQOnSpr1/ZXbthQuiEoY5s8ueZdnZwKFD8rolgnyNGgF//SWWmalpWspSnc2amb73qT45g3xkGsp9o25d8x8DO3cGfv1VLO/ezcojZFNM1PWXiIiIyASKEuSrU0fO/MvI4MllS1Nm8bm7A35+pr1/ZaCJmXzmZ+lynUDukp1kWnFxwIMH8rolgnw3bgDJyeZ5HBL7aVSUvN6smenuu3ZtUS5OsnWr6e6b9FNm8VWpAnh4mOdxlEG+u3flyRVkWuYs1QmIfdThybz9tDRR8p7M4+JFID5eLNvZmXZChSHKID+DfKZlyX58kpyTK6ReulQ0lurHJ+nYUV6+e1fOtiWyAQzyERERke0oSpDPyUm9DUt2WpYyu65SJdPPamQmn+U8fiwCQhJLlOsE1CV2GOQzPeVz6uEh+q6ZQ6VKgKurWNZq1dmDZFrKLL6qVU07uUKjEdl8ki1bTHffpJ+lTlYGBQEBAfI6s0rMw9xBPhcX9ecmS3aaj7JUZ4MG5gvAKymDfHfviooZVHTZ2erX09z9+CTKSTgPHqgrZlDhWTrIFxCgniS3Z4/5H5PISDYZ5AsODsb777+PF154Ab169VJdl5SUhKNHj+IYv4gSERE9XWJiRB8uibIMkbGaNpWXGeSzLGUmn6lLdQLM5LMk5YkHJydRRtMSlCcrGRgyvZylOs1VXsjeXmSYSEJDzfM4ZP4gQt++8vKePeqSzGR6ljxZyZKd5pWZqf4eao79E1B/V2a2l/lYuh8fIEqW+/rK63x9TePCBXkim50d0KqVZR63VCl1djyPu0WXlaWe3GCJIB8AdOokL+/ebZnHJDKCTQX57t27h7Zt2+Lll1/GsmXLsGvXLvynTKMG4OzsjFGjRqFLly44zzJcRERETw/liWA/v8IFFpR9+RjksyxlkE+ZdWcqyvuMjwcSEkz/GCQog6jlyomTIJbATD7zskQ/PknduvIyf7OZj7n68UnatAG8vcVyejqwc6fpH4NkyiBf48bmfSwG+czr/Hm5VLGDg/leT2W2FzP5zMcaQT6NhiU7zUF5jtlSWZkS5XH3+HHLPe7T6sYNIClJLGs06nLx5tS5s7y8Z4/IDiWyATYT5EtOTkbfvn1x5swZBAQE4M0334S7u3uu2zk4OGDUqFHQarUIDg62wkiJiIjILHKW6ixMlokyyBcSInqUkGWYO5PP3x9wdpbXmc1nPsrn1lKlOgF14CkiAnj0yHKP/SxQBvmUAVVzUJ5oYZDPPNLS1EEhcwT5HByA3r3ldfblM5/799W98SyZyXfihMiIINNRBk7r15dLGJtazkw+9vkyvbAw9fei1q0t99gM8pmeNfrxSZQlOzm5ouiU34GqVwdKlLDM47ZvL5+niI4W2aFENsBmgnxLly7F1atX0bBhQ5w+fRrz58/XG+QDgN5PfmjsZlosERHR06Mo/fgkdeqI8oIAkJHBk8uWlLMnn6nZ2akDTgzymY+yXKeyTKq5BQYCyu//V65Y7rGfBdbK5GO5TvM4d06eyOLsXPjPzfwo22ccOmSexyD1ycqyZYHSpc37eE2bylnajx8ze9rUzF1KV6IM8kVHq8vek2koj3uVKonvKpbCIJ9pabXqIJ+l+vFJlMeCU6fEb1UqPEv345P4+KizsxmbIBthM0G+TZs2QaPRYO7cuQaDe5I6derAwcEB165ds9DoiIiIyOxMEeRzclKf8GDJTsvQas0f5APUJTuVj0empQygWjLIZ2cH1Kghr7Mvn+mkpKizbS0Z5IuIAGJjzft4zyJlqc4mTeQJLqam7Fd08yYQFWWex3nWWfpkZYkSYmKUhFklpmWpIJ+/v/pz+sAB8z3Ws8oapTolyiDfpUtAaqplH/9pc+sWEB4ur1v69WzUCHB0FMspKZyMWlTWCvIBuUt2EtkAmwnyXbt2Dfb29mjZsmW+t7Wzs4Onpyfi4+PNPzAiIiIyv6ws9Q+domQkKEt2njxZ+Psh40VGqk88mKMnH6A+kcVMPvOxVrlOQB18YmaJ6Vy7Jpdxc3IyXyBeEhAg93IDWMrIHCwVRChfXt0jl8Eg87DGyUr25TOPR4/Uk1TMuX8CQIcO8vK+feZ9rGeRNYN8NWrIpeozM4GLFy37+E8bZRZf9ermz5jOycVFPRmVx93Ci4kBTp+W15UBcUvo1Ele3r9f7J9EVmYzQb60tDS4urrC3t7eqNsnJSXBWdmXhYiIiIqv69flIJGdHVC7duHvSxnkYyafZSgzhLy9AU9P8zwOM/ksw1rlOgF1rzgG+UxHecK5enXRa82cNBqW7DQ3ZSafOfrxSTQa9f0rH5dMR3myUlkGzJwY5DOPEyfkSRWenuKYa04M8plPQoK60oilg3yOjurPUpbsLBpr9uOTKI+7x49bZwzFWVoa8NVXQNWqItAnsXQmX5s2clbmo0c850A2wWaCfKVKlUJiYqJR2XkhISFITU1FoCVrYRMREZH5KH9AV68OuLoW/r6aNpWXQ0PlnkVkPsognzkzhJjJZ34ZGeqePtYM8rFcp+lYsh+fRHlikiWpTCs6WpTOlJgzyAcAymo7DPKZXny8+nPUGpl8oaFAUpJlHvdplzPL1s7Mp92UQb6rV9mXz5SOHJEDtj4+6u8olsK+fKaRmioyriSW7scnadZMXi7o5Ip//gHeeUc9KeRZodUCGzeKMtMffCAC8JJevYBSpSw7Hnd39Xcv9uUjG2AzQb7mT75g/vXXX/ne9ssvv4RGo0EbS8+iISIiIvMwRT8+SZ06cmmbjAyeXLYES/TjA5jJZwnh4UB2trweFGTZx1cGoK5fF/swFR2DfE8X5YnBMmWAcuXM+3jKE1nHj4sS22Q6yhP3Xl7mK3mdU+3aojcfII77zEQwDUuV0pVUrKh+zzCbz3SUpTpbtzZ/wFYfBvmK5tIlYMIEIDBQfK+UWCvIpzwmXLokssCMceUK0Ls38MMPIotMGbB82p0+DXTsCAwcCNy4IV/u6Smy+jZutM642JePbIzNBPlee+01aLVazJo1C5cMzNpNTk7G+++/j41PduBXX33VkkMkIiIiczFlkM/RUX0f7MtnftbI5IuJYdaBOSgzJMuUEf1DLKlqVfkkWmamOluJCs8aQb569eTl8+flbAgqOmUQoUULUVLTnJo0AaS2GomJ7Atlasp+fA0bmv/1lNjbq6sfsGRn0Wm1lg/yASzZaS7W7McnyRnkU07EIv1SU4E1a4D27cVkhm++AWJj5etr17bcZIqcqlUTkzkAcbw4ccK47T75RJ74lpIiAn6HD5tliDYjIgJ45RXxOaUMatrbA2+/LYK2EyaIXtPWoOzLd+iQuj89kRXYTJCvbdu2GDlyJB48eIAOHTpg5MiRSE5OBgB88803eO2111CjRg0sW7YMAPD222+jflFPAhIREZFtMGWQD2BfPktTBvnM+aM5IEDdS4wlO01P+ZxaulQnILJwK1eW11mys+iyskQJN4mlyo3VqSMvx8WxhJwpKUtmWiKI4O6u/mxmyU7TUgb5LN1XiH35TOvuXeDBA3ldWZrPnBjkM43sbPG9Y/lyYOxYUa5TYq0gX4MG8vLjx6xkkRdl1t6wYcCBA+rr3dyA0aOBHTssN5kiJzu7gpfsPHMG+OMP9WVJSUDPnsYHCYuTlBRgxgzRwmP5cvUksZ49xXmDhQsBPz+rDRGA+Px0cxPLqanq4wWp7d8P7Npl7VE89WwmyAcACxYswNixY5GcnIwNGzYgMTERAPDJJ5/g999/R1xcHADg3XffxZw5c6w5VCIiIjKVhAT1D1ZTBPmUM9MZ5DM/S2Xy2dury9IxyGd6d+/Ky+XLW2cMyiDU5cvWGcPT5NYtuTepRgPUqGGZx/XxEYF5CUt2mkZ2tiiZKTF3Pz59j8Mgn2kp+ys1bmzZx2aQz7SUz2HlypbrE6UM8l27JkpvU/4ePAC2bAE+/hjo0gXw9hZZXq+8AixZAqSni9s5O6snEFpSyZKiyoGEJTvVMjKA334znLUHiEDpokVistHPP1vv+62koMfdqVPl5QoV5My1R4+A7t2frvfE3bvi+8Ynn6grttSuDezcCWzfLpZtgZMT0K6dvM6+fPpt2SLepwMHPv3Zp1ZmU0E+e3t7fPnllzh27BjeeustNG7cGGXKlEGpUqVQt25dvPHGGzh06BDmzJkDjbVmXRAREZFpKU/8eniY5oeX8od4aKh8gptMLzMTCAuT180Z5APU2WWczWx61s7kA9TlJBnkKzplNmTFioCrq+Uem335TO/yZbmHj52delKLOTHIZx4pKerjnDUz+e7dY8ZtUVmjVCcgPq+V37+YzZe3lSvF81WmDNCvHzB7tjhBb6g/2vjxcr9va2BfvtwePBDZXhUqAIMHG87aO3ZMZMKNHSt6uNmCnJl8eZUzP3hQBLYkCxcCGzaI9hSAqJTQtevT8R3rxAnx3Cgr/Pj5iQDtuXMiUGRrlCU72Zcvt1WrRHAvLQ1ITgZeeollTc3IIf+bWF7t2rUxb948aw+DiIiILOHcOXm5fn3TlE+pU0f8GE9LEzM8Q0MtdyL0WRMeLgJ9EnP3uFDePzP5TE/Z0N5aQT5lJh/LdRadMoBgqX58knr1gL//FsuhoZZ97KeVMsBWty5QooRlHlcZ5Lt4EYiPl/sKUeGFhoqSuoDogWqpTFtJQAAQFCQCfIA44TxggGXH8DSxVpAPENl8UmWFffuAoUMt+/jFxYYNwMiRhq/XaMTviObNxb9WrdTlp62hYUNg/Xqx/KwH+U6cAL7/Hvj9dznTUqlBA+DNN4EhQ2wnqJeT8tjw4IGYLKlvkqtWC/zf/8nrLVuKXnwajche/N//xOdHTIzIRN2/3/KfIaayfj0wYoSY+CJ5+21g5kzb/q7RubO8fPy4mCjg4WG98diS774D3ntPXvfwEO9bS/d7f4bYVCYfERERPYNM3Y8PELMblffFkp3moyzVWbq0+bOElIEnBvlMKylJXUZFmYVlSTnLdeY1w5nypwyUWjrIx0w+01MGESxVqhMAqlUTpewkT2MfIGtQ9uOrX1/dd9ZSWLLTNDIy1N83rRHkkzCTT7/z53MH+AIDRWB77lxg717RRiA0FFi2DHj9desH+ABm8qWnA2vXiiBXs2YiO0gZ4HNyEgGio0dtL2tPn1Kl1Jm3ho67f/8N/PefvD57tjwZduBAYPVqkdEPiGBhp07qyXrFgVYLzJkjMrykAJ+DA/DTTyJr0ZYDfIAIKkvfjbKy1K/Xs0qrBT79VB3g8/cXn0tt21prVM+EYhPki46OxpYtWxAcHIz4+HhrD4eIiIhMxRxBPoB9+SzFUv34JMpMPpbrNK3du+XStp6eQOvW1hmHMsj36BEQGWmdcTwtbCXId/GinLFEhafM5LNkEEGjYclOc1AG+SxdqlPCIF/RZWYC778vlyFzdFQHZixBGeS7fl3OziQhLg7o31/u8+XpKQJm9+4Bf/0FTJ4snsOSJa04SAOU76WwMODhQ6sNxaKys4EvvxQT/IYOzf25ExAgSnaGhQErVohjWXFp7ZTfcTdnFl/Xrup9HABefhn49Vf5b46IEIG+4jIJMj1d9L9U/p1eXsCuXcBrr1ltWAVibw907CivP+t9+bKzgXHjgM8/ly+rUEGUnbXWd5xniM0E+U6fPo0xY8bgu+++y3Xdn3/+idq1a2Po0KF4+eWXUbNmTWzZssUKoyQiIiKTys5Wl3AzZZBP2Zfv5EnT3S+pWTrIx0w+89m2TV7u0UPu92FpPj5ixqeEffkKT6u1bpCvdm355FNKCnDzpmUf/2mTmKjOiLRkJl/Ox2OQzzROn5aXGze2zhiUJ5tPnmQwvqASE0Xw6Icf5Mt69bJ8SbLy5YHKleV1ZvPJsrJE3zYpy0mjEZlhDRpYd1zGCggQvckkylYHT7Pp04FJk3JP9mrdWpT9u30bmDpV/Z2xuMgvyPfXX+rPh1mz9N/PiBHA0qXy+t27ItBn60H+hw9F4HLFCvmyKlXEdwtln7vigH35hIwM8X5cuFC+rFYtEeCrVs1643qG2EyQ7/fff8eaNWtgZ6ce0v379/HWW28hJSUFWq0WWq0WiYmJeOWVV3CTPxKJiIiKt9u3xckRiSnLAyqDfOfPyxlKZFrKbDpLZ/Ldv8/m3aaSna0O8vXpY72xAOzLZyqRkaL0mET5vFqCm5s4aSNhyc6iOXlS7KuA6G1i6dczZ5CPpXSLJjNTPdHJWrPcmzQR2QiA+E7GY67xwsNF+bHgYPmypk3VJ90tiSU79Zs6VWQHSWbMEIHY4kKjUWfzKTOAn1Y3bogSqhInJ2DUKFGd5eBBYNAg601GM4VmzeTlU6dEgESSlSXes5KBA4HnnjN8X6+/LvoUSm7eFIHQ8eOB5ctFxqq+/oXWcuWK+D5x4IB8Wbt2IthZHHsKKvvynTsHREdbbyzWkpwsyh6vWSNf9txz4jUOCrLeuJ4xNhPkO3ToEACgd+/eqst/+eUXpKSkoG7duggJCcHVq1fRtm1bpKenY9GiRdYYKhEREZmKslRn5cqmLZFTpw7g7CyWMzLUJ9LIdCydyRcUJPefAESJHiq6M2dE0BQQz2+PHtYdjzLjjJl8hac8We/vL7IkLY19+UxHOdu/WTP1sdASlCclY2NFSUAqvMuX5Ykq9vZAvXrWGYe7u3o/ZclO45w9K7JxlD3SBgwA9u8XPYqtgUG+3P74Qx0sGjhQXR6wuHjW+vJNmCAHpgICRIbar79aL+PZ1Bo1knuwpqQAFy7I161aJX/31WhEUDo/77wDzJ8vr9+9CyxYIMphNmokfmM3bgy8+qrItDp0SD3R1lL27hUBPuX3h5EjRf9BX1/Lj8cUatQQ71GJscfeEyeALl2AF18UmcWPH5tleGYXHw90766e7NK5syhdqsxAJrOzmSBfZGQkNBoNypcvr7p8586d0Gg0+PTTT1G5cmUEBARg3rx50Gq12L9/v5VGS0RERCZhrn58gJjdqSzDw7585qEM8imz7MzF0VE9I/DiRfM/5rNAmcXXsqX1f5QpM5QY5Cs8a5bqlDDIZxpJSersIEv245N4eanfR0eOWH4MT4uMDPUJsVq1LF/eUYl9+Qpm+3agTRuRySeZOBH480+RwWwt7dvLyzducCJUSIgIckjq1BGZTcWlb5uSLQT5Hj8GHjwQ/2dmmu9xdu4ElC2avvzSeoFzc3F1Vf9OlY67aWnAZ5/Jlw8fLkqfG2PiRGDOHP3v7/R0MaHvl1+Ad98Vxy8PDxH4mzFDfD8zd3b+nj1At24iKCSZM0cEb6WJucWRRqMu2WlMX77z50W50t27gQ0bRM/JUqVE6efVq0VPcmNlZ4vszS1bgGXLxPbr14vfdv/+KzJfT54Uj3n9uujdaKrX+sED0ZPw4EH5soEDxfcbW+xv+pSzmSBfbGwsvLy84CDNZACQkpKCkJAQODs7o7Mi/bVevXpwcnLC3bt3rTFUIiIiMhVzBvkA9uUzt7Q08UNBYolMPkCUwpI8qQZBRWRLpToBlus0FVsI8imzk5hRXXiffSZPqrC3B4YMsc442Jev8CIjRYDhf/8TJ/OmTJGvs1apTgmDfMZbtAh4/nkReAdERu2iRSKLRip7ai3syyeLjRUnzJOTxbqXF7BpU/E98awM8l26ZLly9Vot8M8/4ruhpydQpowIDjk6in8eHuKySpVEMKpJE1ENorCTQNLTgffek9fbtBH9FJ9G+o67P/0k9xx3dFQH/IwxZYr4riVl8TVsaLisqVYrAn+ffCK+q1WvLnogHjkilwY3lehoYNgwOTjs6ioCUVOmFM+ge07Kkp35Bfnu3QN69lSX0wfE7+rNm0Vgt1QpoG9fkdWpDIpGR4tg6XffiTKtLVqI/bJKFaBfP3HZ8OHASy+Jz6muXUVJ6eeeE69xtWpAYKD4zvHwYdH+5sePRYBPOelg9Gjg99+Ld9C2GHPI/yaW4eDggEc5ItWnTp1CVlYWmjdvDicnJ9V1JUqUQJL0pYqIiIiKJ0sG+ZjJZ3qhofJMQHt7oFw5yzxu27aiIT0A/PefZR7zaXb/vjoIbmtBvnv3xA/J4npizloePxZZJZI6dawzDmUm39Wr4iQGf/wXzKlTwNdfy+sffmj8zH5Ta9lSzLoHGOTLT1aWOLYGB4vMr7y+h3Tvbrlx6aM82Xz+vCjjVqKE9cZji7KyxL73zTfyZSVKiHKQPXtab1w5dewosjoAEeQbPtyqw7GKzEzg5ZfliREaDbBuHVC1qnXHVRQ1aojPzrQ08V68cEH9O8fUkpNFgGHBAsNVMzIzxXcNfWUGjx4tXI+1BQtEzzZABNC///7pCALp07y5mCAAiOcqKQmYOVO+/vXXCzeBsk4d9Xe+9HTxfjlzRv537lzucp3Xr4usyS+/BMqWFUGjAQNEGeAc5+QLRKsVZUKltgBOTiJQpZw0VNwpM/muXxflUnNUKgQgAnu9eonfNoB4j7/wgggMxsbKt0tPB7ZuFf8cHUXG5e3bInPOFM6dEz0ut2wp3P6l1QJjxqgnE37wATBv3tO7vxYDNhPkK1++PK5cuYJTp06hyZMPquDgYGg0GrTIseNnZWUhISEBZcuWtcZQiYiIyBSSktT1+M0R5FNmfJ0/z5PLprZzp7zcokXRfgAWRJs28vKpU+JEhDXLYxV327fLyxUqWC8YpFS+vJjlm5Ii1q9eNe/JrKfR3LlAVJRYdnUVJ2qsoVo1cYIiI0OcmLxyxTzH+6dVZqY40SfNqq9aVcy6txblb/OQEPFZ7u5uvfFY2rVrohTW48fiJFx6unhv51xOSxPPT0yM4ftychLlFYcMsX6mSs2aYiLF48fivXbqlLr047MuKUmUU9u8Wb4sMFAEcJUl92xBhw7Azz+L5Wc1k+///k9kn0lmz7Z+r+GicnAQmTjSpKyzZ83zvSgsDPjhB5FRpgw6FFRCgshEOnoU8PY2bpv794Hp0+X1N99UZzA+bZR9bi9dAmbNkoM4rq7A1KmmeRwnJ5G5pcwYz84Wj7llC7Bxo+gPp3T/PrBkifjn7Q189ZW69G1BLFokglWSL798ugJ8gPjdUrWqfG5jzx4RRFNKSxPfxZVVLb7/HnjrLfHdYe9eMTlv40Z1ll1GhnEZ9pUqid9xGRki01ffv5QU+fvktm1iAtnEiQX/e3/5RfQRlEyaJH53MMBnVTYT5OvUqRMuX76M999/H1999RUiIyPx65MZgr169VLd9vz588jKykJgYKA1hkpERLZK+vLi5WXtkZAxLlyQs8Dc3NTlhUyldm151mtGhvhSrQz8UdEog3yWPHnSsKGYPZ+YKF7X48fFSS0qnJylOm3hB5qdnZj9LZWAuXSJQb6CuHNHnJCRfPihOCFtDY6OolSolLkdGsogX0F8842YdS9ZulSc/LOW2rXl429WlggGtWtnvfFY0vnzIvBVlBPf5coBvXuLzK9OnWwnW87eXpTz2rNHrB87xiCfJClJlDxTlh9s1EictLbFc1LK1+3mTcMZJU+rdetEEEHy0kvA5MnWG48pNWqkDvKZilYLHD4sSgD+9Zc4tufUuzcwfjzQqpUIFKSkiEl20rL079Il8Z0DEBO0Xn5ZBMMdjDj9PGWKnF3m4yN6xT3NqlcXpRYTEsRrMHeufN24cSKbzlzs7OSMv48+EpllmzaJANP+/er3QFycKMMIFDzQd/68OojUs6foCfg06tTJcJAvO1s8d3v3ypdNmSICfID4rtytm/i3aJF4Df78U+yPOScL+fmJgL/0r25d8ToaU/EkO1sE36WewFOmiH26ZUvj/87z59WvYbt2IkBtC78fn3E205Pvvffeg5eXF86cOYNOnTphyJAhSExMRLt27XJl8u3atQsajQbNlLMeiIjo2fb332Imube3OHk4bpxoYhwdbe2RkSHKUp1165qnj4mjo3qGNfvymU5cnPqElyVLVTk4qH+MKJt9U8Gkpqpnu9tCqU6JsmTn5cvWG0dx9H//JyY3AOIkkXTCzVqUJTvPn7feOIqbGzfUWXujR6tLQlmDvb06++BZKdl5/boI9BQ0wOfgICahzJsn3vt37gCLF4uTbLYS4JOwL19umZnAoEHq7zu9ewMHDthmgA8QgeQqVeT1/futNxZLO3dOlAWU1KsnMk6elpPPyqw2UwT5UlJEn9BmzUSVjD//VAd33N2Bd94RGfjbtoljoLu7CDKUKycmYzVsKL6Td+ok9o0PPlD3kfv7b+O+gxw5AqxcKa/PnAn4+hb9b7Rldnbqz1Np8quHh8iMsqSgIPFa794tsgmXLxflOl1c5Nu89pq6DHx+UlJElrr0fbR0aXG/T8v+mFPOvnzS6wmIYNq6dfL6sGEiw1gfR0egSxcxqev+fXFfS5eK32v374sqHVJfvtdeE1mRxrY0sLMDVqwQrzcgf8YZ+90mKUncXqq04usrMvqMCeKT2dnMqxAQEIDt27fjo48+wvHjx+Hp6YmePXtiprIeMQCtVotVq1ZBq9WiPWeWERGR5NNP5dIDoaHi3/ffi/U6dcSs1g4dnp3Z5sWBufvxSZo0EZleAPvymdK//8r7XKlS6hIwltCmjRycYl++wtu/X/xgA0RGrS1lRNaqJS8zyGe8Y8fUJXRmzbJ+MIFBvoLTakWpstRUse7vr85OsaYWLeSMr2chyBcWJk64RUaKdTs7EUjw8BAn45yc5H/K9VKlxDHV09Oqwzcag3xqWi0wdqyc8QCIE6pLlphnYpopdewoJgkAInPEVvvyabXivXb/vphk5OhY+PuKjRWl8KSTz97eIivJ2p9/pqQM8p07J76H2xUid+P6dfE+/uUXMWkvp0qVRKbO6NGFO35NmyY+69evF+vffisCrlI2WE5ZWerMoAYNgDfeKPjjFkfNm6sn2wEiKOrjY53xACJwM3Kk+HfjhuiFfv++eL8NGSICvTkq7uk1aZL6O9/y5eK7zNOqY0d5OSJCZLLWqCHOSSm/v3XpIkoqGxPsdHAQAXRTTvDy9QV+/12cF8vKEt9xRo40rj/fuHHqHp2rVtnuhJdnkM0E+QCgfv36CFZ+gdIjOztbd5uAgABLDIuIiGzdw4d5n4y4cEH8e9LY2r9qVSQPGiRKgDytM8mKA0sF+ZTlORnkMx1lqc7u3Qt3kqEo2raVlw8fFjMROYuw4JSlOrt2Vc/YtTZlJp+ysTsZptUCEybI640aiR/u1sYgX8GtXClmb0sWLLDuST8lZaWdI0fE++5p/T4VFSWOjXfuyJctW1b43kS2TBnkCw8X/57lk3czZojXWjJgQPEI8AEiuCyN3Rb78sXFiZPDS5fKJ4w7dgR27Chc7+zsbJEZc+uWWNdoRNaMMqPxaVCvnvjbtFrRP/PWLeP/xqwsEbBetAjYtUv/bTp0AN57TwRci/I+t7MTAZ3r1+WMwzFjRHlKZV9tya+/qn+jff998djPTEF53AXE5JDx460zFn2qVBFByHbtRCA9MxN44QWxr+Y1MXDbNmDhQnn9/feLf1/M/JQqJc5pSOc4du8W33mVr2eDBqLalKX62BvSqhUwZ46cMWpMf77Vq8XEAMmkSZat5EP5splyncayt7dH+fLlUb58eTjwRA4REQGiDIhUDqFMGfGDcfBgg3XsHa9fh+esWYZ/4JD5abWWzeSThIbKWRFUeFqtOshnjS/4zZvLQb3ERPX7iYyj1ebux2dLlEG+a9fEiQXK259/iqC35KuvLB+A16dePXn59m1xcpIMi4pSB2v79AH+9z/rjScn5UnJyEgxC9yWRUbKGcsFERcn+uNcuSJf9t13T2eADxDfoZW9257lbL5ffhFVQiStWgFr1hSfwIOy6tWtW+ogdV6ysvRndpmCVismBYwaBQQEiBPfyoyQvXuBESPkKhEFMX26CDpIZs4UE9CeNiVLAlWryuvGlOyMihIn8ytXFuUXc/7+dXcXWePnzonXoF8/07zP3d2BzZvlzK2MDGDgwNzvxbg40RNOMniweiLf0y5nG6r/+z/jSy9aSp064n0jjSs1FXj+ecOfEffvqz8nGzQQ78FngbJk55IlwNCh8nmq8uWB7dtFFQBbMHGiKLErmTJFXZpa6coVEaiXtGghjrNkU2zgF59hWVlZiI6ORnR0NLL0NX4lIiIC1D/qevYU5T3WrhUzkK9eBX78UXzByjkb+UlmH1lBeLj6JILyBLCp1a4tZydlZgKnT5vvsZ4VoaGiDAkgZhR362b5Mbi5qQO47MtXcBcvioCLxJjSO5ZUvbqcHZSRIc/QJ/1SU4HJk+X1fv3UpYOsqXx5dcm0CxesN5bi4L335P4oJUqI7yu2lCnn7y9OGEtssWRnQgLw008iOFO2rAhgffIJEB9v3PaJieLk17lz8mUzZohSVU8zluwUvyuUpQJr1BBlzFxdrTemggoKUgeDjOnLFx4ONG4sMoarVxcngPftE5+/RZGQII5hDRuK/XHFCsMT7v74Q0xwUPayys+2bcDnn8vr/fqJk9VPq7z68mVni0lRv/0msmw6dxbvhf/7P+DuXfVta9USGXPh4SIYYY4Jl+XLi5KpUtZSdLR4fRIT5dt89hkQEyOW3d1tpyy1pfj7ix6tgAiGKQMptqRpU5EJKh0HExPFeZeckyyzs0UFCek1dXUVWbWFydAtjpRlNUND5X6EXl7is8WWKhIa258vJUVMNJMmS3l5iWNMUcork1nYXJAvKSkJ3333Hdq2bQs/Pz9UrlwZlStXhp+fH9q2bYvvvvsOicoPBAvr0aMH3N3dDf77+++/9W63Zs0atGvXDv7+/ggKCsKAAQNwNJ8fQ0ePHsWAAQMQFBQEf39/tGvXDqtXr85zm/DwcIwZMwZVqlSBj48PGjRogBkzZiCVWQtE9LTKzjacUaTRANWqAa+/LsoLhIWJ8giS4GDbn33+tFL+IAgKMm8JMkdH9UkrqY8QFZ5yn3vuOcDPzzrjUJb8YV++glNm8TVpYls/PAERnK9USV5nX768LVggB20dHIB586w6HBU7OzETXMKSnYbt2CFOiElmzwbKlbPeeAxRluy0lSBfdrYojzVsmAjsvfGGPCs9MVEE6SpVEn0q88omTU0F+vdXz2j/8EPg44/NOnyb8KwH+U6eBF56SWS0AUDp0mKf9PW17rgKQznJY+/evG8bHi5K70nfz69dE6XbOnYUQYjBg8UEypwnf3NKThYTiLZtEwGkV14R3y3efjt3MMDPT+xXFy6os+6++w6YP9+4v/H6dbG/S6pXFyetbSGD3VyUQb4DB8TrMnGieP28vcVzMHiwCJbt2aMO0jo4iPf33r3ieX/nHfP3DG3VSlTZkZw7J4JA2dniu8APP8jXffzxs1ki+K+/xLHn0CHbKpufU9u26qBtXJwoZ331qnybb75R9xj89lt1j+2nXbt2uTNhnZ3FRJHata0zprxI/fmkMUv9+ZQTLSZOVB+/f/0VqFDBsuMko9hUvctz585h8ODBCAsLgzbHzJ2MjAycOXMGZ8+exdKlS7F27Vo0VH64WVj//v3h7u6e63J9fQInT56MhQsXwtXVFZ07d0Zqair27NmD3bt3Y/Xq1egrzdpQ2LJlC4YNG4bs7Gy0adMGvr6+2LdvH958802Ehobiiy++yLXNzZs30bFjR8TExKB27dpo3bo1Tp8+jblz52Lv3r3YsWMHnJ+V2RNE9Ow4dUrMCgTEl5OuXQ3fVqMB+vdHZoUKcLhzR/y4WLZMlHghy7JUqU5J587yLObdu4GpU83/mE8zZfasNfsrtG0ryhECIpPvae4LZQ62XKpTUrMmcPOmWL50SZQHsjWHDokTlU2aiJMb1mgpEBUlAheSt98WJ/psSd26ctAgNNS6Y8lLRoYoA16pkuVPyCQm5i6H9NZblh2DsVq0ECeXAesH+W7cECf2V6zIna2SU3y8+A7w7bci2+ett9QZWhkZYia7sh/imDHAF188G58vyiDfyZMi2KWvdN+jRyLrauVK8T28SxcRMKhRw3JjNbWbN0X2ppStUKKEKK2mnGxSnHToILJZgbz78kkBvuvX9V8fHy+yNn77TbwXWrcWn8V+fuI5u3VL/H/zpiiNm5/27UV5yIED5eye9evFGKS+bJMmiUC9MoCXU1KSuI+EBLHu7i6CJeYOWllbziDfgQP5bxMQIJ7z116zzoSuUaPE5/7XX4v1v/4Sv7//+08OqFepoi5T/Syxt1dXJ7Fl3buLY4E0GSIqShz///sPePhQXXp1wAAx2fpZ4uEhJsBK34s0GjHZ3JZL0ObVn+/PP4HFi+XbjhsnJkGRbUpKStLawr/r169rfX19tRqNRuvs7KwdNGiQdtGiRdpNmzZpN23apF20aJH25Zdf1rq4uGg1Go3W19dXe/36dYuPs23btloA2osXLxp1++DgYC0Ara+vr/bcuXO6y/fs2aN1cnLSenp6au/du6fa5t69e1pPT08tAO3atWt1l9+8eVNbpUoVLQDt9u3bcz1WmzZttAC0Y8eO1V2WkJCg7du3rxaA9qOPPiry31+rVi1t7dq1tZS3e/fuae/du2ftYRA9G6ZP12rFqX2ttk0bozaJ/+gjeZuyZbXa9HQzD5JyGTxYfg2mTDH/4x06JD+ek5NWm5Rk/sd8Wj16pNU6OMjP5+HDJr37An2GRkfL4wC02mvXTDoWswkL02o/+ECr3bTJemOIidFq7ezk5+7ECeuNJS8TJshjfOUVa48mt8hIrdbHRx7jkiXWGcfYsfIYvL212ocPzfIwRfqO++238hg7dTLtwEzl3j2ttkULMUZnZ632zBnLPv748fJz5Oio1YaGWvbxC+L4cXmszs5abWqq5ccQHKzVtmun/hxQ/vPx0WrffVd8Tk2frtV6eOS+TdmyWu3334vxZ2VptUOGqK8fMkRcXgyY5DdoUpJWa28v//3nzsnXZWdrtQcOaLUjR2q1bm76n/MePcTrYs7nLC5Oq71+3bT3GRWl1VarJv8dDg5a7a5dpn0MS7t3T/3a3Lql/zbKvxvQaj/9VKv94QfxWjo5Gd6/CvLPx0erff99rfbSJcPjjYzUaqtUUb8Gf/+t/7bZ2bn31T/+MMWzZlYm2UfDw/N+rjUarbZGDfFba/58rXbvXtv4rZuZKd5Thsa9dau1R0gFsXKl+vWrUkWrrV5dXg8MFL81ihGTncddtkx+Hr79tuj3ZwlZWVpt797q4+/q1ervTU2aWOe73jOkdu3a2lq1ahU6ZmMzOexz585FbGwsypcvjyNHjuCXX37ByJEj0bVrV3Tt2hUjR47Ezz//jCNHjqB8+fKIi4vD3LlzrT3sfC1YsAAAMGnSJFRV1ERv3rw5Xn31VSQkJGDlypWqbZYvX46EhAT06dMH/fr1011eunRpzHzS2PL7779XbXPq1CkcPHgQpUqVwizFLF4HBwd8++23cHR0xJIlS5BR1HrqRES2Jmc/PiMkDxoErVRD/P59dTYLWYalM/mee05uFp6ezv5tRbF7t6jZD4iyQDkbxluSn5+6BExxeF0TEsRszvnzxQxXQw3OzW3nTpHNDIheVY0bW2cc+VG+vrZYrvPdd9Xly2bPFscYS7pwQV0K65NPzFsCubDq1pWXbbFc53//iZn00uzrtDTRK8hSjh8XJVclkyernzNb06CBnIWTlqbuXWcJq1aJrKucWSz29iIzef160Tt2wQKgZUuxX9y6JXpTKSvy3L8v9uNq1USvKCk7ERB9kpYvf7pL/+Xk5qb+XnbsmHge58wR2cHt2omMyeRk/dvv3Clel5o1xXP/6JHpxnbjBjB2rPjMqlpVZHFFRRX9fpOTRWbatWvyZcuWWaffsCkFBor3tSRnX77wcFGOU/l3z5kjjntvvSV+Yz18KMrzjR4tSpcaw8FBvD5du4qSuatXi8f6+mvxvjCkdGnx/ilVSqxnZorXWF8v7e+/V++rEyeKzKJnQUCAOFYB4thUu7bIePzmG/Eax8eL70vKMp620DvL3l6UotaX7duzpzhuUPExfLjotSm5cUMu26nRiM/o4ljm2BRGjxb74qlTwPjx1h6NcfT15xs2TP4ML1lSlPVkdUCbZjPfVnft2gWNRoOFCxeiRh4lHqpXr46FCxdCq9Vip7IfjA1KTU3FvidlEQYMGJDreumyHcoT1IDu7+qvJwW2R48ecHFxwd69e1V99qT76NWrV66SnKVLl0arVq0QFxeHI9Y6kUREZA4PH6r7hRgZ5Mv280OK8rbKk6Nkfmlp6pP1lgjyOTqK8kASZRkuKhjl969u3fSX8bKk4tSXT6sVJyilvmlarQgKWYNyckPv3rZ7Elt5QvDSJXWPCGvbsEGUsVG6e1eUr7OkDz+UA7ZVq9pueUdlwCoqyjQn501BqxUnjDt1Ah48UF+3ebNlSoumpYkyatL7u0YN2+//5uSkLi9myZKdO3eKk2hKtWqJPpRhYcDWrcALL+Q+GeXjI8ra3rwpysIpex+FhamPi507ixNatnBy3NKUJTunThU9If/v/3KXc/T2FiU6FyxQ99wEROBo/HgRaHr3XeDKlcKP59w5YMgQEWRcskTsL4AIPtWpI0r/FVZGhuhfpvw9MXOm6En0NOjQQV5Wluw0FOCbMkW9fYkSojTbzz+LYO+xY+I90bKlKNk7ZIg4Vv38s+jzdvu26Gl57Zooe7x0KTB0qPF9xqpWFT3T3dzEemIi0KuXXLYbEBO6Jk5U/43FIAHApDZsEAGVR4/ERJ9Vq4D33hNBeA8Pa4/OMC8vcXz28pIvc3QU5ZOfhXLIT5uxY0Up65ymTFH3BH3WaDRiX7TVCZSG5OzPp7RsmSipSzbNZn7NR0VFwdXVFZ06dcr3tp06dYKbmxtiYmIsMDL9VqxYgffeew8TJkzAokWLEBYWlus2V65cQVpaGvz8/BCop3ms1FPwfI6ZrNK6vp6DTk5OqF27NlJTU3FV0dw09MmPT0N9CqXLQ225/wURUUH9/bd8QqxMGXWPgnwkKXs87Nql/vFI5nXpktx/wcnJcn2junSRl//91zKP+bTRatVBPiMD62al7HFg65l8q1eLWcxK27apM1stISND/Traaj8+QB3ki/9/9u47PMoqb+P4Pek9EEqAEHqRagvSqyAsuAq2BQHFRrGsZRUsuL6KiIi7NqSoiw17oSwCgjRhKQIBpSi9RlogCSQhfd4/DpOZIb3ODHw/13WueeaZp5yZ5EmZe37nJLpPMHT6tJn3zsbxH+JXXjGvcWX48UfnivYpU8zPVXcUGWmv0JDco5rv/HnzZv7f/26vUPb1dZ6zaNKkiu3D8uXm7xfH/9Pef7/4b4q7UseO9uXKCvl++cUEeLavV82aZl7MHTtM4F27dtHHqFnTzOe6b5+5ji8O8jp2lObO9YyvQUVwDPlOnrR/iEAyb1726WN+l/35pwnIH3nEfP8uW2YCIcc365OTpalTzc/yzp2lJ580VZZHjhT9oY3Vq82HUK66ypzPsR828fHm+2HoUOeq6qJkZJjrrFkzaf58+/pRo0ygealwfKN9xQpz++efxQv4LublZUZvmDBBWrvWjETw2WcmFL33XhO21a9f9g9/tWtnvkdsxzlxwsz/fOqUqby9/Xb79R8VZd6UdsVcuK7k7W2qNB2rkj1F06ZmPk/bXKgvvOB+cwij+MaOdZ7r/rrrzHyL8Ey2+fkcjRol3XGHa/qDEnGbkK969eryLsEfA15eXqpevXoF9qhwkydP1vvvv6+ZM2fqqaeeUps2bfIMH3r06FFJyjfgk6Tg4GBVqVJFCQkJOnfunCTp7NmzSkxMLHQ/23rb8SXlhoxF7ZNfGAkAHsvxjc1+/Ur0CcCMjh2dhwt5771y7BgK5RhotGxZeZ+Sv/56+/KWLeZNepTMH39Ihw7Z7/ft67q+2DhW8u3enbcSx13Y3kzOT2V/An3tWhOYSSYQcgzA3U316qbZuMuQnY8/bv9eCwiQFi60vyF54IAJdCtaVlbeagaHof7dkjsN2XnwoAkdPv3Uvi4qygz/+O9/29d99VXeCqbycOyYCSauv975+3rUKOcPL7izDh3sy5UR8u3ebUIf21CRISHmb8FOnUpXBVKnjgmg9uwxIUVYmPl78ocfzLEvV5065V1Xv74ZxvHAAfMhu8GDnUNQi8VUw86ZY37fPfmkc7WOZH73/OtfJqSpV89cb7fcYipBVq40gWBOjvnwS5cuphJi4ULnYzRpYv5mf/tte0ggmaEJW7fOu/3F0tOl6dPNcUaOtFfWS2bIzqlTL62KIsdRLA4dMl+DHj2cA75XXik64Ktsf/mLqRyx2bPHfCDp9tul48fNOl9fEwbWrOmaPqL0+vQxv/c2b3b/qnUU7aWXzN+9//yn+RDh5VgBfyn5xz/McKyS+X3xxhsu7Q6Kz20+7tKjRw998cUX2rJli66++upCt42NjVVycrLTfHWVpXPnzrr77rvVoUMH1apVS0ePHtXcuXM1efJkTZgwQaGhoXrowhs4ycnJkqQg21AD+QgKClJiYqKSk5MVGhqqlJQUp8cK2sfx+JJy9wt0/EPXQfCFT/g4Hr8wMTEx+a7ft2+fGjRooLi4uGId53J1piSfIgRQOjk5qrVwoWwfDznTvr3OF/Nnk+0aDR4yRFUuzLeT/cEHOj5qlPtWQFxCwtau1YXZ8ZTapIkSKut3SpUqqlWjhrxPnZKsVp3+9luluXMFkxsK/uorVbmwnNG6tU5lZ5shn8pRiX+H+vqqVq1a8r7wps/p+fOV1r9/ufapzDIzVeP22+V34UNdOWFhOvf3vyv8wlzL1q++0omHHlJ2gwaV0p2wL77IvQbTOnbU6aQkM1egm6reqJH8L4zgkbBunVId5rl2Bf9ly1TdIRhKeuopJbdqpSq33abgr76SJGW9+KJO9OpVquqCoK++UtC33yqnShVlRUcr+0KzLVsv/C8QNHu2qu7YIUmyWiw6NW6cMv/8sxyeYcHK+jdueIMGskUnKRs2KNFF/1P4//yzIh58UF62sFtSevv2OjNjhnJq1JDq1FHNRo3ku3+/lJOjlOefV+Lrr5fPybOyFPzJJwqbMkVeF34mSOZrmHLXXUoaO7bcf65WFK/69ZVbN3fggI5t3WpevwL47NqlkPfekzUsTOceekg5JfjQrteJE6oxcKB8LvwssPr66vT77ys9MrLsr5ePj3mT8sUXTcCTmlrwnHNurNz+Bw0OVtjo0QqcN08Z112n1MGDld65s31Y56Jebz8/6bHHZBk5UoHff6+QDz+Ub37DdR47ZkLBOXMkSVYvL+VUry7vfCq2M1q3VvJDD+l8//65H6jwvuoqVX38cflv3mw/3oABShk8WEkvvCCrbS5mSUpLU/AXXyj03Xdz/16wsfr4KNW2j7t+UKgMcn+WSbL26iWLbbhTSUlPP63ku+5yz585ffooZNw4hduGA/zlF6eHE156SanR0e7Z9wLwPpEDb29T4e9BXz8UokcP0zz096fE9enklVfk9Y9/KKdq1ZJVyaNMsrKySlQAdzG3qeQbN26cgoOD9dBDD+l0IZ+sP3PmjB5++GGFhYVp7NixldhD4/nnn9eQIUPUsGFDBQYGqmnTpnrqqaf05ZdfSpImTpyo8+fPS5KsF4afsBTySTDrRUNUXHy/OPsU51zFOS4AeBLfbdvkfeH3hdXbW2ml+NR76q23ynphvhbv06cV6OZzvV4qfH//PXc5s0WLyjuxxWLepLrA/3//q7xzXyICHOZzSXec58WVLBalX3dd7l3/i94Ecgehb7whvy1bcu8nTp6s5AceUFbDhpIkS06OQmfMqLT+BDjMSZnmzlV8F2Q5zAHhWxEVVSVgOXtWVceNy72fcfXVSr7/fknSuUcekfXCP2Y+hw4pcO7cEh/ff8UKVf3HP+S/bp0CFy1S6Hvvqcrzz6vaiBGKvP561WnWTLWuvFI1BgxQuMNwOqm3367MNm3K9uQqQaZDBb2vK6oyrVaFvPuuqg0b5hTwJd97r+K//NIeUHl7K9mh8jbou+/kXQ5vRPrGxqrGjTeqyj//6RTwZVx5pU4tWKCkiRPzziPnxnLq1FF2rVq59x1/zjmyJCUp/IUXVPOGGxT81VcKef99RfbooaBvvinWPJuWs2dVbfhw+TiMSpPw5ptKL++Kx0upgquMzo4frxMbNyrh3XfN61yKeVutQUFKHTZMJ3/6SSf/+18l/t//KfXmm5UVHZ3v9pacnDwBX3rHjoqfPVunFi3S+b/+1WkoyOxGjRT//fdKeu45WR0+pBf85Zeq2bu3/P73P1nOn1fwBx+oVufOqvL8804Bn9XXVylDh+rE6tVKfPVVWQv4wLSny3AYVjdPwPfww67oUrElP/ywkvOZHzHljjuU6jj1AgCg/Fgs5oNYZR1+GZXKJZV8+Q0Z6efnp3fffVd///vfdc011+iBBx5Qt27dVKdOHVksFsXFxennn3/WBx98oKysLE2dOlV+blRt0bt3b11zzTWKjY3VL7/8ou7duyv0wifHCqueswWCIReGAwlxGBYkNTVVYflMmnvxPo7LqQV8YsK2PriYY3Zv2rQp3/UxMTGyWCwFDgsKZ7xOQAX6z39yFy0dO6pOq1YlPkSdqCjpb3+TPvlEkhTx9ddmAmlULIdPc4d37arwyvxZ+de/mnl2JIWsX68Qfk4XX2qq03BsobffrtAKfP1K9Dv0hhty59QJ2brVvb6uq1aZOYts7r1XEaNHm+Vnn5UeeECSFPz11wqePNl5LrCKsHev09CDVYYOVRV3er3yExOTO5dhyNGjrv36vviifagwPz/5zZ6tqHr1zP2oKDP8ou13yrvvSg8/XPx/kE+dMkPcFcH79OncD7lIkoKCFPzvfyu4El+XUv+N261b7qLf7t2KqlOn8oKVzEwz/NCFaktJZrjB999XyLBhyjM44yOPSG+9JR0+LEtmpmp9+qnztVwSZ85Izzxj5gBzDLWqVJEmTZLfAw+opqe+kdK5s/Tdd5Kkanv2SPfcY38sJ0f68EPz3E+dctrNKzFRVR9/XFV/+EGaMUNyCPOdpKVJw4ZJO3fa173xhiIefLC8n8klwy3/B61b13n+1xMnpA0bTFu/Xtq4UXIIvnXzzdLTT8u/QwcVGXu//LI0ZIiZX/NCVZ9PXJxq/O1vUkRE3ioEPz/p/vtlGTdOwfXqyQNnNSuZG280c+c5mjhR4c8+q3DX9Khk/vMf873x/ffm/jXXKPijjxTswaGsW16jACRxfcJ1fHx8ylSk5ZKQr2XLlkVuM3nyZE22leXn4+6775bFYtHZs2fLs2tl0rhxY8XGxur4hX/869atK0kFDm2ZkpKixMREValSJTcQDAsLU3h4uJKSkhQXF5dvyGc7nu34khQdHa1ff/21wHPZ1kcX8Kk5APA4jvPx/eUvpT/O6NG5b8hq5UozP8AVV5SpayjEn386z5nWtm3lnt9xXr49e6TDh828MCjaypVmLhvJzFvk8Mlwl3Ocl2/LFjOvjzvMp5SQYN6ctv2x3rSpCQ1shg+XXnjBXBcZGWbOgylTKrZPP/xgX27VSrpQTejWHH8mF1T9lZUl/e9/0rx55nu1WTNp2jTzBm95+eknE9LYvPCCmVfU0XPPmXlJcnLMz5gvvzTBX1GsVum+++w/H/39pbFjTaB44ICZN+rQIRNUXeyZZ0zA6AkcP5CTnGx+BtevXznnHjvWOeBr0MC8aVzQVBG+vmYfW6XLBx9I48eb4cVK4vvvzTx7F4aZzHX33dJrr3n+fFIdOuSGfFq3zr5+wwbz2l384dEGDcxrYZt64qefpDZtTID++OPOQ9xmZ5ufoQ5V5Bo7VnrssQp4IqhUkZHSTTeZJpmv9R9/mHkXW7UyP8NLolUr8/03aZI0YYL5nSA5B3z+/mYevnHjPOdnZnno0cNcV7bXZOJE8yEjT+HtbULKCRPMhwVeesl5PkYAAOCa4TqtVmu5tJycHFd0v0CJF4Z8sVXVNWvWTP7+/oqPj883fNu6daskqbXjBPSS2lwYasf2uKPMzEzt3LlT/v7+aubwh29h+xR2LgDwSKdPmzePbMoS8nXoYN5csnnvvdIfC0X78EP7cnR0yd8sLav69SXH+bwchi1EERyD9d693WtS9datpfALn0fPznaqOHQZq9W8mXj0qLnv4yN9/rlz+OjvbyY3t5kxwwSDFWnBAvuyp8xJ6RjyHTok2UbJSE424cJdd5mfJbbJ4bdsMWFO9+4mQC0Pycm5VZeSTDD01FN5t2vWzFSU2Lz8svmeLMrMmdJ//2u/P3myeSPzvfekpUtNYHj+vHTkiLR6tflwyoQJ5mfqc8+V/nlVtrAw5w9WbNtW+Pbff2+q/wYPNr/7S+uLL6Q337Tfv/56Ez4VMRe87r3X/nsqLU36979Ldt6lS6U77nAO+Fq1MhW+H33k+QGfZP6Ostm40cyvdM89Zr1jwBcUZMKF3383VXmOP3/Onzfh3XXXSbGxZp3VKv397/YAUTLX+quvVuzzgWt4e5trY9Cgkgd8Nr6+0j//aeZuc3zfIzDQBMgHDkhvv315BXySVKuWNH261KmT+aCKJwV8NgEB5ufHe++Z5wMAAJy4JOTbuXNnuTV3cerUKa1du1aSdNVVV0mSAgMD1b17d0nSnAuTSTuyrevXr5/T+r59+0qS5uYzj8eiRYuUlpamHj16KCAgIHe97RgLFy5UusM465J04sQJrV27VuHh4erUqVMpnh0AuJklS+yVMbVqSRd+7paKxWKq+Ww++si82YTyl5lpKmtsLsxjVekcq/l++sk1ffBEjnNWliVYrwje3mbIOJvVq13XF5tZs6Rvv7XfnzjRDDt5sZEj7dVmycnS1KklP9eePeYNPIf5LvN19qwJF2w8JeSrX995nrKJE6UBA6Tq1aXbbpM+/TT/SeG3bzffF3v2lL0PzzxjqukkE9jOmlVw0D1+vH0Iyj/+kL75pvBj//679MQT9vt9+5qhIi/m7W2GvOvSxVSBjh8vjRjhefOIOb75vn17/tv8+ad0yy3Srbea6/mrr8z3ayHTIBTot99MlaTNlVea4X2rVSt638BA5yB+2rT8v9fys2uXCfhsIW9QkKnc27LFadhSj3fNNfbqu5QU80Gajz5y3mbwYPN6PPusebM+Otp8Db76yjno3LJFatfODFv7wgvOfzP85S+mmtLTvt9R+a6+2gTM775rPjBx4IAJ6GvXdnXPXOf++021u6v+9gYAABXKJSFfvXr1yq1Vpl9++UWrVq3KMz7qoUOHNGTIEKWkpGjAgAFO4/c+cuEf9Ndee017HeY/2bBhg2bNmqWwsDDdfdFEwiNGjFBYWJgWLFigefPm5a4/efKkxo8f73Rcm5iYGHXs2FGnTp3K3UaSsrKy9PjjjyszM1OjR4+Wrzt96h4ASsuxoqhfv7K/4TNsmGSbszQhoeg3ZFE6335rr6rx8zPDl7lC79725eXLnedHQv4umsdNFz6Q5FYch+xcs8Z1/ZDMm9l//7v9fq9eBc+1FhLivO1bb5UsyFi71nzQ4cEHzdCR119vqp9sw3I5WrrUPtxjRIRzBY478/aWmje33580SVq40D58rI2vr/neHDHCvu7gQfO9sWVL6c+/erVz+PrMM4V/uOSKK8x8rzYTJpjhO/OTni7deaf9wyXVq5vqPC+X/JtWORyr5y8O+XJyTKVJy5bSxR+SXL/evK75DVlakMREExbaXt+qVc31ERRU/GOMHu0cxBdnXr4zZ8wcsBdGelFgoPTzz6b681L7fywoyASnNmlp9uU2bcxQm198YQJqRxaLCUF//91UTNrk5Ej/+pe5bmyuu878bXapvXaoOP7+5vfi2LGVP2oEAABAJXO7/x5zcnJ08OBBxcbGKjY2VgcPHnSbYTl37dql/v37q0mTJurXr5/uvvtu9e7dW9dcc43WrVunFi1aaOpFn77u1auXHnzwQZ0+fVodO3bU3/72Nw0aNEg33HCDMjMzNX36dEVcNFdIRESEpk+fLi8vLw0dOlR/+ctfNGzYMF199dXat2+fxowZo549e+bp34wZM1StWjVNmzZN1113ne6++25dddVVmjdvntq1a6exY8dW6OsDAJUiJ6f8K4rCwpyHV5s5s+zHRF6Oc5ENGeK6N1169rQHw8ePm2HDUDjHa65VK1OF4W66drUvr19fsiCgPGVkmNAmNdXcr1bNDK1YWGjzyCP2DxqcPu0871thfvvNVLTZziWZ4PrWW81cexMnSidP2h9zHKrzL39xnvvK3RU0V2qVKmbOu6+/NkMiLl5sQrI33rBvc/KkGcrTsYqxuFJTnQOIVq2KNzymYzXfzp3OQw46ev55yXG4/VmzLv1qE8dKPsfhOnfvNoH4yJFSUpJ9vWM49MMP5gMixflwRk6O+RDPvn3mvsVi5nVq1Khk/Q0NlR591H7/rbekc+cK3j4z04RXjhWkn3wiXXttyc7rSS7+wECVKiYMjY01w+YWJiJC+s9/zM8ux+G0bZo1M193289IAAAAAE7cJuT78ccfdeuttyoqKkpt2rRR9+7d1b17d7Vp00ZRUVG69dZb9eOPP7q0j+3atdMDDzygWrVq6ffff9fcuXO1c+dOtW3bVpMmTdLq1atVM595FaZMmaIZM2aoefPmWr58uTZs2KAePXroxx9/1MCBA/M918CBA7VkyRL17t1bv/32m3788Uc1bNhQ06dP1+uvv57vPk2aNNHatWs1bNgwxcfHa/78+bJYLBo3bpwWLVrkNLwnAHis2Fgz6bpk3jTv06d8jus4ZOfatebNc5SfDRuc51F0fMO0slWr5lyFw5CdRXPnoTptYmJMhahkgpmyVG6Vxfjx9jmlJPPmdVHz/0REOFe2/utfJiwszL59pmrNVil0saNHTV+io03QsXatqX6z8ZShOm3uvNMemjVoYH6GLF9uArzZs6Xbbzcf2LB57DETrHh7m/tnz5rXy2GUjCJZreY1tFWxenmZEM5x6NCCtGplhhK1ya+ab9kyacoU+/0xY0z116XOMeT74w9TZTdpktS2rXMQGx5uAu8DB0w1nk1x5yGcMMGEQzYvvVT6n1+PPGLCPslU/M+YUfC2jz3mPN/rSy85fy9cikaONBV9FotZ3rNHevjhkn2QoGdP87fXM8/Y96tdW/rxR1PhCgAAACBflpSUFJeOURUfH6977rlHK1eulKQ8Q2HaWC78U9+9e3fNmjUr3zANFS8mJkYWi0U7duxwdVfcWlxcnCQ5Dd0KN5WQYN4gDQ01rThv3MG1JkyQ/vlPs9y5c6mG5SvwGm3XzszhIZkhft59tyw9haM77zTDdUmm4urnn13bn7Fj7W+u//WvZm4g5C8tzYRQtuHufvrJeV7Dclam36Fdu9p/Jrz+uvNcWpXhm29MBY/N6NFmrrziiIsz1Xe2CsT//Me5gszRsWNmCMr9+819Ly8zHG7NmmZYyW+/zX+4Thtvb/NhiapVi9c3d7Fvn3lezZoVf5jmH34wAYttCEEvLzOv1z335L99To75QMK335p2+LD9saeeMnOqFde2bSa4svn+e2nQILN8+rR5zDaE8RVXSJs3l2wYSRcol79x09LMMLW2ueoaNbJ/L9vcequpBLNVNaalmZDW8XfH22/nP3ehZL7ujkH2TTeZ4T/LMgzq00+b+b0kU4l+4IAZhtPRu++acMtm8GDp888vj3nkEhNNMF4eP1d27TI/y2++mYCvBPgfFHBvXKOA++L6hKu1atVKVqtVm2zvSZaQSyv5zpw5o969e2vlypWyWq0KCQnRwIED9c9//lNvvfWW3nzzTf3zn//UzTffrJCQEFmtVq1atUp9+vTR6dOnXdl1AJeCTz4xFT2NGkk1akgBAaYKpFo1UyXQpo3UqZN5U+mOO6Qvv3R1jyE5z8dX3hVFjtV8n35q5t5B2cXFOc9z6MoqPhvHkGrlysIDkcvd6tX2gC842HnuO3fjynn5liwxw0batGhhKvKKKypKcpynefJkewjiKCHB/F5yDEXef9+ER507mzD98GHpxRelOnXyP1eXLp4X8ElS48Zmbr6SBCYDBpi5CMPDzf2cHBOeOlbQ5eSY75fHHpPq1ze/+//9b+eAr2lT85qWRJs2zhVoL71kQhCrVXrgAXvA5+trgiA3D/jKTUCAeT1tHL+Xa9c2Yei33zoPWxoQYKowHefze/RR6auv8h5/715TvWrTtGnRQ+YWx+OPm35I0okTpqrT0dKlzr/f2rUz21wOAZ9khugsr58rzZtL991HwAcAAAAUg0tDvvvvv1979+6Vr6+vnn/+ee3du1ezZ8/W2LFjdd999+n+++/X2LFj9dlnn2nv3r0aP368fH19tX//ft1///2u7DoAT5eQYN6Iubh6ODNTOnNGOnRI2r5dWrfOvHH7zTdmDrELVcdwkdOnzVxbNuUd8g0ebB/u7dw5gt3yMn26PUSrV898Mt/VunSxD+147py0caNr++POHIfq7NXLvSueHeflW7OmePN2lYf1603IZqvCi4gwIUVJQ5uxY+1BxO7dpvLIUUqKqU5ynMdsypS8FX+1a5uK54MHzVx1F8+JdfvtJeuXp+vSxVSA1aplXzd2rPTQQ6YSrG5d873z1ltmmFNHFov5vl+0KG/VVnE8/7x9eetW6b//NcGP49f2lVekq68u+bE9meOQnTajRpn5C23VjherUsX8PKpXz9y3WqXhw52HxkxJMcGqbRjb4GDzWttC3rKIjDThrM1rr9mv+V27zHVlC+ajoqS5c0v3PQMAAAAAJeCykO/nn3/WkiVL5Ovrqy+//FLjxo1TcCGTaQcHB+vpp5/WF198IW9vb/30009a5ThnAwCUxKuvFjyPUWH+8Y+8c+qg8ixZYn/TPjLSeV618hAcbN4wtClszh0UT1qaNHOm/X5J5+ipKMHBUseO9vuObxLDWUVWz5a3Tp3sVTPx8eaN94q2fbvUv7+ZB1Ay31uLFkktW5b8WE2bOgdwr7xi/5mXkWGGnVy71v74009LTz5Z8PF8fc3xVq40weAzz5hjjhxZ8r55urZtpf/9z1Tv20ybZoY3PXbMeVsvLxPsTZtmqu2WLTNVhKVx1VXOH2wYO1b6+9/t96+/XnriidId25P17WtfbtbMzMU3Y4YJ8gpTp46Zo61aNXM/M9OEglu22CskHUPwWbPM/Ijl5amnzHUlmUrP2bPNh8P++lcpKcmsDww0Q0AXVEkLAAAAAOXIZSHfNxeG7Ro1apRuuOGGYu/Xt29fjRo1SlarNfcYAFAiR46YT+vbTJhg3pg5elT6/Xfpl1/MG3pz55rhnV55xb5tbKwZUguu4Rg29OtX9qG38jNqlH1582b7HH0onc8/N2GLZKqa3KkS33HIzp9+cl0/3NmhQ+bnoo3jG/PuqEoV5+H8Vq8u3n6lrfg7cEC64QZTHS6Z6tC5c6Xrrivd8SQT3Nls2WI+3JCdbYbydKyqHDnS+fdTUVq3Nts/84w9pLjcNGpkgr4rr8z7mLe31KeP+VDCsWPm74AxY5yr/0rLNo+sZIJnWyAcESF9/HHF/C5zdyNGSB99ZEK4X3+VunUr/r5XXCEtWGCvkjt3znwAYdw4+9yvkgnAHefILA/R0dJdd9nvT5pkzrFnj33dJ59I11xTvucFAAAAgAK47D/KtWvXymKx6L777ivxvg9cGCZlreMnmQGguF54QUpPN8u1a5tP0IeFmaGVrrjCzKHSq5f55P3w4eYNUcc3iZ591j4/FSpPTo7zG9wVVVFkm4vRxrEKDSVjtToH6nfd5V7zgPXubV9et84M8wZnjtdcs2bOVVDuqiTz8mVnmzfpa9QwwdyPPxb/PMePm1DIVgXm5WVCbcfvq9K46irnn2+vvGKGlHQcPvj2202V2eUy11d5qlXLVDbedJMUEmI+MPLBB2aOtSVLTHhas2b5nvOaa8wwqxf74APzt8flyMfHBNf33GOf564kOnQwQ6l7e5v7J044z7PYs6e5tivC00/bg9k9e5wrwV96yVTcAgAAAEAlcVnId+zYMfn7+6up46TrxdSkSRMFBATo+PHjFdAzAJe07dvNp+ZtXnyxeHMmTZpkn7/r4kpAVI7YWOnUKbPs5WXeXK8oo0fblz//3MwFiJJbtUr67Tf7fcch6txBu3ZSaKhZzsgoOhC6HFVGsF7eHOflK6yS78ABM1fds8+aa3zjRhP49OvnPNxffhITzXb79tnXzZwp3Xprmbqe65ln7Ms//2zmtbTp00f69FN7uIGSq1JFmjfPVIAtWiTdd599+MeK4ljNJ5mq5oLmnkPxDBhggtKLRUdLX31VcUNDN2li5vC92ODB0vjxFXNOAAAAACiAy0K+jIwM+fv7l3p/f39/ZWRklGOPAFwWnnnGPqfeFVeYT5AXR6NGppLC5pVXpJMny79/KJjjUJ0dO5phzirKbbfZ3/BNTTVzOKLk3nzTvnzDDVKLFi7rSr58fEzIY8O8fM4yMpxfk379XNeXknCs5DtwQIqLc37cajUf9rjySjN048V+/NFU091/v5mP7WKpqaYq69df7esmTy7foWi7dnV+HjYdOkjffy+V4W9ouEi7dtKDD5rljh2lN95wbX8uFSNGOFfs+flJ331nqnMrkmMQL5mv76xZVNcCAAAAqHQuC/mqV6+us2fPKsk2QXkJJCUlKSkpSdUq+hO3AC4tP/9s5nCxmTSpZJ/yfu45+1CD586ZKkBUHseQr6IrigIDpaeest9/5x0zZyOKb/9+af58+/1HH3VdXwrjOLQiIZ+ztWvNzzrJDKfnGIi6s7p1pQYN7PcdKzRPnzbDL48YYX9ukvS3v0k9etjv5+RI//mP1LSp9H//JyUnm/WZmWaoTMdwcOxY08rbxSFCq1bSDz+YISbhmaZONcO8/vwzX8fyNG6c9Pbbpsp13jwTuFW01q2lhx82y82bm/Pa5ggEAAAAgErkspCvTZs2kqT5jm8AFtO8efMkSa1bty7XPgG4hFmt5k0gm06dzJx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ZfJMmTcKkSZOqta29vT3mz59f63N169atwr58VfHz88NPP/1Uo32sra3x4Ycf4sMPP6zRfkRERESGdCvtFh7f9DiuJF8BAFzwvYC2Xm0NOymqkDTI18CxQRVbAq09W4vLl5Iu6WxOREREREREVZFm8XXx7QIXa02JzgB7TZAvKiNKr/MiqqtHOpOPiIiIiAxvx80d6PRzJzHABwAHIg8YcEZUFWm5zppk8l1NuQplqVJn8yIiIiIiIqrM7tu7xWVpqU6AmXxUvzHIR0REREQGUaoqxYeHPsTIDSORVZQle+xO5h3DTIqqVKIqQVx2nDgOcKo6yNfcvTlMFaYAgOLSYtxMu6nT+ZFu/Rf3H3669BPSC9INPRUiIiIiompLL0jHqdhT4jg0JFT2eAN7TYUSZvJRffNIl+skIiIiIsNIL0jHhL8nYO/tvRU+Li0JScYjLjsOpUKpOPZ38K9ye0szSzR1a4qrKVcBqEt2tvRoqdM5km78d/c/TNg7ASpBhdv5t7H+ifWGnhIRERERUbXsj9wPlaACAHjaeqKddzvZ49JMvuS8ZOQU5cDe0l6vcySqLWbyEREREZFeXUi4gI4rOsoCfI1dG2N+P03/Ywb5jJO0VKeHrQesza0fuE8bL03JzvDEcJ3Mi3Tvw8MfihdG9kfuhyAIBp4REREREVH17Lmt6cc3JGQITBTysIiXjRcsTS3FcXRmtN7mRlRXDPIRERERkd6sCV+D7iu7y740jWk6BmdePCMrmXIn8w6DCEZIGnx9UD++Mq09WovL4UkM8tVHh6MP4+jdo+I4rSAN8TnxBpwREREREVH1qASV7AbT+/vxAYCJwgQNnRuK48h09uWj+oNBPiIiIiLSueLSYry862VM3joZhSWFANRfpBYMWIC/nvoLDpYOsv5uucW5yCjMMNR0qRJ3MzVBvgaODarYUkOayXcp6ZLW50S6JQgCPj7ycbn1/F0SERERUX1wPuE8kvOSAai/gw4KGlThdkHOQeIy+/JRfcIgHxERERHpVHpBOvqu6osfz/4ornO1dsW+ifswu+dsKBQKcZ2NmY24zZ3MO/qeKj2AtFxndTP52nhqgnwJuQlIyUvR+rxIdw5FH8J/9/4rt55BPiIiIiKqD/bc0pTq7ObXDc7WzhVuF+wcLC5HZjCTj+oPBvmIiIiISKe+OfENTsaeFMcdfTri/PTzGBg0ULadQqGAn52fOJZmjZFxkJXrdKpekM/LzgtuNm7imMGh+qOyLD6ApVeJiIjo0aUSVGwtUI/svr1bXK6oVGcZZvJRfcUgHxERERHp1JWUK+LymKZj8N/U/yot9ehnrwnyMZPP+EiDfNUt16lQKGTZfAwO1R8How/ieMxxcTy52WRxmcFaIiIiehRtv7kdzgud0fmXzsgtzjX0dOgB0vLTEBYbJo6lfeDvx0w+qq8Y5CMiIiIinZIG655u+TSszKwq3VaWyZfFTD5jIghCrcp1AmCQrx66P4tvYNBAPNv8WXF8I/WG2F+TiIi0LzkvGSWqEkNPg4gkCksKMWPnDGQXZeNs/Fmsvrja0FOiB9gfuR8C1FmX3nbeaOvVttJtpZl8dzLvoFRVquvpEWkFg3xEREREpDOCICA6I1ocN3RqWOX2vna+4jIz+YxLWkEa8pX54ri65ToBoLVna3GZGWD1w4GoAzgRc0Icf9L3EwQ7BsPCxAIAUCqU4nrKdUNNj4joofb5v5/Dc5EnWi9rjQJlgaGnQ0T/77cLvyEhN0EcH4w+aMDZUHVIS3UOCRki9oOvSENnzXfVElUJYrJjdDo3Im0xSJDP3t5eK38cHBwMMX0iIiIiqqb0gnTkFOeI40CnwCq397fzF5eZyWdcpD0Sbc1t4WxVccP6irTx0mTyXUu5BmWpUqtzI+26P4vvseDH0N2/O8xMzNDYubG4ngFbIiLti8uOwydHPwEAXE+9jj239xh4RkQEAMpSJRYeXyhbd/jOYWZ7GTGVoMLe23vFcVWlOgHAxtwG3nbe4ph9+ai+MEiQTxAErf0hIiIiIuMVnanJ4rM1t4WbjVuV2/vaazL5pEElMjxZqU6ngCrvgr1fM7dmMDMxAwAUlxbjRuoNrc+PtGdf5D6cij0ljuf1mScuN3NpJi6z9CoRkfYtObUESpXmZpjwRL7WEhmDdZfXlbsJMbMwE+cTzhtoRvQgZ+PPIjU/FQBgqjDFoOBBD9wn2EXSly+dffmofjAzxEn37OFdSERERESPAlmpTueGDwwMSTP5MgozkF2UDQdLVm8wBtKLGjXpxwcAlmaWaOrWFFeSrwBQZ4C18myl1fmRdtyfxTc4eDC6+XcTx81dmovLzOQjItKujIIMLD+3XLaON1QQGV6pqhRfHvuywscORh9EJ99Oep4RVceeW5oYRHf/7nCycnrgPkHOQTh27xgAZvJR/WGQIF+vXr0McVoiIiIi0jNpX70H9eMDADdrN1iaWqKotAiAOpuPwSDjIM2sbODYoMb7t/FsIwb5wpPCMQETtDY30p69t/fidNxpcfxJ309kj9+fyScIQo2yOomIqHI/nvkRucW5snUXEy8aZjJEJNp8bTMi0iIAACYKE4xrMQ5/XPkDgDrIN6fnHENOjyoh7cc3tNHQau0T7CzJ5MtgJh/VDwYp10lEREREjwZpuc7qBPlMFCbwtdOU7JQGCcmw7mVLynXWMJMPAFp7thaXmQFmnO7P4gsNCUUXvy6ybaRBvtT8VCTmJuptfkRUMUEQ8P3F7zFu9zgcvXPU0NOhWspX5mNp2NJy6+9m3UVmYab+J0REANR93T7/73Nx/FSLpzCz40xxfOzeMRSWFBpialSFlLwUnIk7I44f1I+vTJBzkLjMTD6qLxjkIyIiIiKdkQb5Ap0Cq7WPn52fuHx/3wsyHGkmX4BTzYN8bTzbiMssPWacdt/ajTPxmosh8/rOK7eNq7UrvO28xTEDtkSG99vF37Dg7AIcjz+OSVsmQRAEQ0+JamHlhZVIyU8BAFibWcPewl58jK+1RIazM2InLidfFsfv93wfXfy6wMbcBgBQWFKIEzEnDDU9qsT+yP0QoH4/9LH3kd1wWBVm8lF9ZLRBPkEQkJ6ejtjYWMTExFT6h4iIiIiM1/09+aqDmXzGSRpwrVW5Ti9NkC8xNxHJeclamRdphyAImHd0njge1mgYOvt2rnBb6e+SAVsiw0rKTcLb+98WxzHZMWJpZKo/lKVKLDqxSBy/2P5FtPduL45ZsrN++yfqHwz6exDe+vctlKhKDD0dqgFBEGRZfKOajEIrz1awMLVA74De4vqDUQcNMT2qwpE7R8TlIcFDql1eXprJl1mYiYyCDG1PjUjrjC7It2fPHowYMQJeXl4ICAhAs2bN0Lx58wr/tGjRwtDTJSIiIqJKCIIgCwxVp1wnAPjb+YvLzOQzDvnKfKTmp4rj2pTr9LT1hLuNuzhmVoJx2RmxE2fjz4rjirL4yrT2YOlVImPx2t7XkFEovwB5IOqAgWZDtbXx6kbxM4+ZiRne7PamPAM+kTdU1Fc3U29izMYxuJ5+HRsjNmLtpbWGnhLVwD9R/8h6FX/Q6wNxeWDDgZrtov/R67zowS4kXhCXu/l3q/Z+HrYesDW3FcfM5qP6wKiCfB988AGeeuopHD58GHl5eRAEoco/KpXK0FMmIiIiokok5ibK+lNUt1wnM/mMz70sTT8+U4UpfOx9anwMhUIhzwDjBUujcX8W34jGI9DRp2Ol20vLHTGTj8hwdkXswsarG8ut/yeKF5vrE5WgwoJjC8TxM62eQYBTgOw982LSRQPMjOqqQFmApzY/hdziXHHd6vDVBpwR1ZQ0i++x4MfQybeTOB4QNEBcPht/lr0zjYiyVCkrsdrOq12191UoFOzLR/WO0QT59u/fj6VLl8LMzAxffPEFzp5V30Xq5uaGy5cv459//sH7778PFxcXuLq6YvPmzbh27ZqBZ01ERERElZH243O2coajlWO19vO3l2TyZTKTzxhIfw9+Dn4wNTGt1XHYl8847YjYgfMJ58Xxx30+rnJ76YXnG6k3UFRSpLO5EVHFcotzMXPXTHHsbq3JlD569yifl/XI7lu7cTXlqjie3WM2AKCtV1tx3dXkqyzzWA+9vvf1chnvR+4ckZWzJ+N17N4xHL17VBzP7TVX9nhrz9Zws3EDoA7WH71zFGQcrqdeR3FpMQB1dnRLj5Y12j/YRdKXL52ZfGT8jCbIt3LlSigUCsyZMwezZs1C06ZNAQCmpqZo2LAhunbtivfffx8nT56Eo6MjZs6cCQsLCwPPmoiIiIgqU5t+fADgZ+cnLqfkpyCvOE+r86Kak2byBTjVvFRnGWkGGMs8GgdBEDDvyDxxPLLJSHTw6VDlPk1cm8DCVP1drERVghupN3Q5RSKqwNxDcxGTHQMAMDcxx5rBa2BlagVAXWL5ZOxJQ06PakCaxTeqySg0d28OAGju3hymCvVNNUWlRbiZetMg86PaWX95PVacXyGOFdD0A/v90u+GmBLVkDSLr1eDXugV0Ev2uInCBP0b9hfHzKI2HtI+ps3dm8PSzLJG+wc5MZOP6hejCfKVZe5NmTJFtl4QBNnY19cX33zzDVJSUrB48WJ9TY+IiIiIakiayVfdfnwA4GnjCTMTM3EsDTCRYUh7I9amH18ZaSbftZRr4h22ZDjXUq7JepbM6zPvgfuYm5qLF6EBZmUS6dvpuNP4NuxbcTy7x2y0cmuFLt5dxHUHItmXrz44du8YjsccF8dzes4Rl63MrNDMvZk4ll60JuN2M/Umpu+cLo47+XTCG+3fEMerw1eXu95JxuVc/Dnsvb1XHM/tPbfC7QY01JTsPBh9UOfzouq5kKD5bFuTUp1lZJl87MlH9YDRBPnS09NhY2MDT09PcZ2pqSkKCgrKbTtgwABYWVlh3759+pwiEREREdWAtJ9eTYJ8piam8HeQlOzMYslOQ5P+Dho4Nqj1cZq6NRUDuEqVkhlgRuBK8hVxuYV7C7Tzrt6FEGZlEhmGslSJF7a/AAHqAEET1yb4oPcHAIDePr3F7Q5EMchXH0iz+PoE9EFXv66yx1nmuv65vw+fo6UjNo7diKebPC1m80VlROHYvWOGnCY9gDSLr6NPRwwKGlThdtIg3/XU64jPidf53OjBpDewSUsfVxd78lF9YzRBPnt7+3J3sTg6OiI3Nxd5efISTSYmJjAzM0N8PF84iYiIiIyVLJOvBuU6ASDQKVBclgYLyTBk5TrrkMlnaWaJZm6arAQGhwzveup1cVmaMfIgrT00QT5eeCbSn0UnFuFy8mVxvGLECliZqct09vLVlJI7G38W6QXpep8fVd+lpEvYdWuXOJZm8ZVhkK/+ub8P32+jfkND54bwsfWRPUdXh682xPSoGq4mX8WWG1vE8Qe9PoBCoahw2yDnINn3loNRzOYzNEEQZJnPtcrkc9Zk8sVkx7D6CBk9owny+fj4oKCgABkZGeK6kJAQAMDJk/Ja8rdv30Zubi7MzMxARERERMZJ2pNP+uW3OqR93+5mMpPP0KS/g7r05AOANl6SC5aJvGBpaLIgn1v1g3zS3yODtUT6cSvtFj45+ok4frH9i+gdoMnea+bSDJ626upIAgQcij6k9zlS9S08vlBcbuPZBoODB5fbRpqBwnKdxu/+PnyvdXkNY5qNEcdjG40Vlzdd3YR8Zb5e50fV88WxL8Tllh4tMbLJyEq3VSgULNlpZO5k3kFWUZY4rk0mX4BTAEwU6rCJSlDx+ygZPaMJ8rVv3x4AcPXqVXFd//791Y3g581DYmIiACAlJQWvvPIKFAoF2rWreSSeiIiIiHSvRFUiy/6qSblOQJ4tdifrjramRbVQoipBbHasOK5LuU5AngF2KZnBIUO7nlK7IJ+0XGdyXjKScpO0Oi8ikhMEAdN3TkdRaREAwMvOC18N+kq2jUKhwMCggeKYffmMV1RGFDZc2SCO5/ScU2GmkPSGiuS8ZCTmJuplflRzFfXhu/85GhoYCnsLewBATnEOtlzfAjIut9Nvy56b7/d8Xwz2VOb+IB/7LRqWtFRnkHMQHK0ca3wMC1MLWfsI9uUjY2c0Qb5hw4ZBEAT8+eef4rpp06bByckJ4eHhaNq0KUJCQhAcHIzjx9VNiV9//XUDzZaIiIiIqhKXHYdSoVQc1zSTT7o975w0rIScBNnvsq5BPmbyGY9SVSki0iLEcU3KdXrYesDLzkscs4wckW6turgKh+8cFsffhX4HJyuncttJ+0axL5/x+ubEN1AJKgDqi9Bjm4+tcLtyr7V83zRKlfXhszC1kG1nbWaNp1o8JY5Xha/S5zSpGhYcWyA+Nxu5NJL9virTv2F/cTk2O1b22Yr070JC3frxlWFfPqpPjCbI179/fyxfvhyDBmk+kHp4eOCvv/6Cn58fSkpKkJiYCJVKBRsbGyxZsgSPPfaYAWdMRERERJWR9uPzsvOCtbl1jfaXZfKxJ59B3c3SBFndbdxhY25Tp+NJ+wsl5SUxA8yA7mTeEbOCFFCgsWvjGu0vzeZjyU4i3UnKTcJb+98SxyObjMQTzZ6ocFtpJl90ZjQi05l9YGyScpOw8uJKcfxu93dhZlJ5OxqW7DR+lfXhq8iUtlPE5YNRBxGTFaPr6VE13cu6hzXha8TxnJ5zYGpi+sD9PO080cqjlThmyU7Dkmby1aYfXxlpXz6+l5KxM5ogn5WVFSZOnIjhw4fL1nfp0gVXrlzB/v37sXLlSmzevBm3bt3C888/b6CZEhEREdGD1KUf3/37JOQmoKikSAuzotqQZlLWNYsPUF8I8bD1EMcMDhmOtB9fgFNAjQO40oAtM/mIdOf1fa8jozADAGBvYY8fhv5QYWlHAPB18JWV3mU2n/H5NuxbFJYUAgA8bT0xue3kKrfna61xe1Afvvv18O8hBg8ECFh7aa3O50jVs+zMMihVSgDqz7wTW0+s9r7sy2c8pDdD1CXIJ8vky2QmHxk3ownyVcXU1BTdu3fHU089hSFDhsDBwcHQUyIiIiKiKkgz+Wrajw8A/Bz8ZP0vpP39SL+kP/sAp4Aqtqw+XrA0DrXtx1eGmXz116WkS5i0ZRK6/tIVh6MPP3gHMpjdt3bL+kN9OeBL+Dn4VbmPtGTnP1H/6GxuVHPZRdn44cwP4viNrm/Aysyqyn34nmm8bqXdemAfvvspFAo82+ZZcbwqfBV7uBmJf6I1r5evdn61XLnVqkizqA9FH0KpqrSKrUlXUvJSEJcTJ47bedchk8+FmXxUf9SLIB8RERER1S91DfKZm5rD195XHEtLRpJ+SX/20jKqdSENDvGCpeFIM/nqGuS7nnIdxaXFWpkX6c7Z+LMYvWE02ixvg7WX1iIsLgwv7niRF5iNVKmqFK/sfkUcd/PrhpmdZj5wv0HBmiAfLzYblxXnViCrKAsA4GDpgBkdZzxwH2m5zhupN1CgLNDV9KiGvjj2xQP78FVEGuSLSItAWFyYzuZI1ZNbnCvr5Sa9WaI6egf0FsvuZhZmykpGkv5If+7uNu7wtvOu9bHu78nHz0pkzBjkIyIiIiKtk/bRq6wnyYNIs8bYl89wpEE+bZTrBORZCcwAMxxZkM+95kG+pm5NYW5iDgBQqpS4kXpDa3Mj7ToRcwKh60LR6edO2HZzm+yxyIxIXEm+YqCZUVVupt0Ub5oxUZjg5xE/y7LcK9MnoI94sTmjMAPnEs7pdJ5UfX9f/1tcntlxJhytHB+4TyPXRmK2n0pQ4WrKVZ3Nj2pGmgm96LFF1f7MG+gUiL6BfcXxqourtDwzqqmTMSdRKqhviHC0dERLj5Y12t/e0h6dfTuL44NRLNlpCNJAbTvvdpWWtq4OaU++PGUekvOS6zQ3Il0yqiCfIAj4/fffMXLkSAQFBcHZ2Rn29vaV/mHZTiIiIiLjJO3JV5tMPkCeNSbtC0f6JSvXqaVMvjZemiAfM8AMQxCEOpfrtDC1kAUHGbA1LoIg4HD0YfRf3R89VvbA3tt7ZY9Lg0Xbb27X9/SoGs4nnBeXm7k1QwuPFtXaz97SHt38uonjA5Hsy2cMikuLZb/TMU0r79smZWZiJgs4hCcyA94YxGTFyG6ECg0JrdH+U9pMEZc3Xt0o9mkkw/j37r/ico8GPWBqYlrjYwxsqCnZKS39SfpzMemiuFyXfnwA4GztDCcrJ3EclcG+fGS8jCbIV1RUhOHDh+Oll17CoUOHkJycDKVSCUEQqvxDRERERMalqKQI8Tnx4jjQKbBWx5Hux3KdhiEIgizAqq2efMwAM7zE3ESxZBxQu0w+4L5eUbzwbBQEQcDe23vR67de6L+mPw7fkffc6+jTEdue3oZ5feaJ6+7P7iPjcH9GQk1IS80diGKQzxhcSrqEotIiAOqbJKRlOB+kradm24uJF7U7MaqV4zHHxeWGTg3h6+BbxdblPdH8Cdia2wJQl3fkzRaG9d+9/8Tl3g161+oYA4IGiMvH7h1j4NYAZO+bdQzyAfJsvsgM9uUj42Vm6AmUWbx4MY4ePQoAGDVqFIYNGwZvb2+YmRnNFImIiIioGu5m3YUA9c1YJgqTWpd4lGaNsVynYaQXpCNPmSeOtVWusywDrCzzKzwxXNbfjXRPGlj1sPWAi7VLrY4j/b1dSmYmn6EJgoAn/3wSf13/q9xjPfx74MPeH+Kx4MegUCjQ0KkhPjryEQDgTPwZxOfEw8feR99TpipIewu192pfo30HBQ8Sf78nYk4gtzgXdhZ2Wp0f1UxYrKbvWluvtrA0s6z2vtIMePayNQ7H7h0Tl3s26Fnj/e0s7PBE8yewJnwNAHXJzqdaPKW1+VH1FZUUyfoi9groVavjdPXrChtzG+Qr81FYUoiTMSfRr2E/bU2THiC3OBcRaRHiuKY3x1QkyDlILHnNTD4yZkaTybd582YoFAq8//77WLduHZ555hn069cPvXr1qvJPXVy4cAGLFi3C+PHjERISAltbW7i4PPjL7bp169C7d294eHjAz88PY8aMwalTp6rc59SpUxgzZgz8/Pzg4eGB3r17Y+3atVXuExcXhxkzZiA4OBguLi5o06YN5s+fj8LCyu8EKSwsxGeffYY2bdrAxcUFwcHBmDFjBuLi4h747yIiIiLSBmlAzs/BD+am5rU6DjP5DE9aqtPG3Aau1q5aO7YsA4wXLPVO1o+vFqU6y8iCfCzXaXDXU6+XC/D1b9gfh549hP+m/ofBIYPF/jQtPVrKXmd33Nyhz6nSAwiCIAvy1fRiZUefjnC0VPd7U6qUslJ0ZBjSIEIX3y412vf+90xWtjK8ugb5AHnJzn2R+5CQk1DXaVEtnEs4J2bdWZlZoaNPx1odx8LUAr0DNFmAB6PZl0+fLiVdEm80tTW3RYhLSJ2PyUw+qi+MJsh3584dKBQKzJo1S2/nXLBgAT7++GNs374dCQnVeyOdPXs2pk2bhmvXrqFfv37o0KEDDh06hMceewzbt1ecWr99+3Y89thjOHDgAFq2bIlBgwYhMjIS06dPx+zZsyvcJyoqCt27d8fvv/8OFxcXDB8+HKWlpViwYAGGDh2KoqKicvsUFhZi2LBh+PLLL5Gbm4vhw4fDz88Pv//+O7p3746oKN5xQERERLqnjX58gLw0ZGx2LJSlyjrNi2pOGlwNcAyoU/P6+zE4ZFjSfnxN3ZrW+jjSC8+JuYlIzkuu07yobk7Fam4+9XPww/HnjuPgswfRr2G/cs9fhUKBUU1GiePtESwVZ0zuZt1FZmGmOK5JaUdA3cetf8P+4ph9+QyvLkE+6XtmdlE2KxwYWFZhluyzS22DfH0C+4iVK1SCCmsvVZ0MQLohvQmii28XWJha1PpYAxpqSnb+E8W+fPokLWXcxquNrPdwbQU5B4nLzOQjY2Y0QT47Ozs4OjrCzk5/5SM6d+6M9957D5s3b65WAOzIkSP4/vvv4erqilOnTmHjxo3Ytm0b9u/fD1NTU8yYMQMZGRmyfTIyMjBjxgyUlpZi3bp12Lt3L9atW4fz588jODgY33//vVimVGrmzJlITU3FzJkzcebMGaxZswYXL17EyJEjERYWhq+//rrcPl9//TVOnTqFLl26IDw8HGvWrMHRo0fx5ZdfisciIiJ6mAiCgKvJV2UXwcjwojM1Qb7a9uMD5KUhVYIKcTmsTKBv0n582irVWYaZfIalrUw+TztPeNh6iGMGbA1LGuQLDQlFd//uVW4/sslIcflg1EHkFufqbG5UM+cTzovLDZ0awsnKqcbHGBg0UFxmXz7DyijIkJWR6+JXsyCfo5Wj7MYpvm8a1snYk2LGkIu1S61vljFRmGBS60nieHX4amZpGoC0H1+vBnWrGicN8p2JP4OswqwqtiZt0nY/PgAIdpFk8qUzk4+Ml9EE+Tp06ICsrCykp6fr7ZxvvfUW5s6di9DQUHh6ej5w+2+//RYA8O677yIkRJPy26VLFzz//PPIysrCmjVrZPusWrUKWVlZGD58OEaN0twl6enpic8++wwA8N1338n2OXfuHI4dOwZ3d3d8/vnn4nozMzMsWbIE5ubmWL58OZRKzd3sSqUSy5cvB6DubygNls6aNQstW7bEsWPHcOGC5gWPiIioPssoyMCoDaPQcllLBC4JRGJuoqGnRP9PGuSrSyaflZkVvOy8xDHvWtc/ablOaY9EbZD2F0rOS+ZzWM9kQT732gf5gPsCtom88GxI0kyhrn5dH7h9rwa9xOBRUWkR9kfu19XUqIZkFytr2VdoUNAgcflqylXE58TXeV5UO6fjTovLrtaushJw1SXN5pRmrJD+SUt19vDvUaeMocltJ4vLV1OuygL8pHulqlIcv3dcHEvLbdZGG682Ynl7laDC0bvlEztIN2QlrrUU5JNm8iXkJiBfma+V4xJpm9EE+V599VUIgoDvv//e0FOpUGFhIY4cOQIAGDNmTLnHy9bt2bNHtn7v3r0AgNGjR5fbZ8iQIbCyssLhw4dlffbKjjF06FBYWsobMXt6eqJ79+7IyMjAyZMnxfUnTpxAZmYmgoKC0LZt20rnt3v37gf8S4mIiIzfxcSL6PhzR+yIUPcPyirKwuZrmw08KyojK9fpXPsgH3BfX75M9uXTN1m5TiftBvk8bD3gaau50Y4ZYPqTVZglu9hfl0w+4L7Sq8n8PRpKbnEuriRfEcfVKQdobmqOoY2GiuNtN7fpZG5Uc9KLle292tfqGCEuIbIbNFg6znCkAfjOvp1rVf6aGfDGQxv9+MqEuISgh38Pcbzq4qo6HY9q5kryFWQVqbPtTBWm6ObfrU7HM1GYyEol83VXP5SlSlxOviyOa1riujL+Dv4wMzETx9LvuUTGxGiCfP369cP8+fPxzTffYMGCBcjPN67I+M2bN1FUVAQ3Nzf4+vqWe7wssHblyhXZ+rJxRYE3CwsLNG/eHIWFhYiI0JRtuHz5cqX7SNeXbVfbfYiIiOqjVRdXoduv3crVxD+XcM5AM6L7STPu6pLJB8izx5jJp3/SIJ+2y3UC8mw+ZoDpz43UG+KynYUd/Bz86nQ86YVnBmsN52z8WagEFQDAwdKh2hma0r58uyJ2oURVopP5Uc3IMhJqmcmnUChk2Xy82Gw4denHV4bvmcahuLRY9vusa5APAKa0nSIur7+yHkUlRXU+JlWPtB9fO+92sLOoexspacnOg9EH63w8erDrqddRXFoMQN2TtqVHS60c19TEVHbTKfvykbEymiBfaGgo9u3bB3t7e3z++edo0KABevXqhdDQ0Er/DB069MEH1pLY2FgAqDDABwC2trZwcnJCRkYGcnJyAADZ2dnIzMyscr+y9WXHB4CYmJhq7VO2nXTZx8enwn3K1kv3ISIiqk8KSwoxbcc0TN02FYUlheUePxfPIJ8xyC3ORUp+ijiuayafNMgnDTiRfuiyXCcAtPZgBpghSEt1NnVrWquMEilpJt+1lGtQliqr2Jp0RdqPr5NPp2qXjxsSMgTmJuYAgLSCNJyIOaGT+VH1JeUmybJt61J2bFCwPMjHfl/6JwgCwmIlQb4a9uMrI81Mic6MZq8vAzmfcF78LmJpaokO3h3qfMwnmz8JKzMrAEB6QTp23dpV52NS9WizH18ZaT/UaynXkJCToJXjUuWkJYybuzeHpZll5RvXkLS8cmQG+/KRcTJ78Cb68d9//8nGhYWFD+wfV9cvozWRm6tuQG5jY1PpNjY2NsjMzERubi7s7e2Rl5cne6yyfaTHByDuZ21tXeE+tra2su2ky5Wdp6J9qtKxY8cK10dGRiIwMBBxcXHVOs6jSp+9JYmo5vgcrX9icmIw/eB0XErVBAFcrFzwervX8dHJjwCoe1jcvnsb1mYVv3+SftxI12QImZuYQ5WlQlxO9T833P/8dIKTuHwz6SY/g+hRQUkBkvOSxbFloaXWf/7+Fv7i8tmYs/z96smZ6DPicoBNQLV/7pW9f9qX2sNMYYYSoQTFpcX499q/aOrSVCtzpeo7cvuIuNzCsUWNnk/dvbvjaJy6b9D6c+sRbFbzfmGkPYdjDovL7tbuUGWrEJdd9e+zsudnc6vmUEABAQISchNw6MohPj/17E72HaQVpIljP4Vfrd7vzAQzOFg4ILs4GwBw8OpBdPGqXcCQam/XZU0Arq17W6QmpVZrvwd9Bx0cMBjbItUlk3869RO6OPB3q2uCIOBotKZnXgu7mr13VsZSsISfnR9ic9UJHX+e+xNPNHqizselyv13WxNXaOLQpMa/x6qen54WkvYCMZcQ58/vK6R9JSUlMDU1rfX+RhPke//99w09hSqV3e1WVWDx/jviqnOHXEXbPOhc2tqHiIioPjgccxivHnkVmUWZ4rq27m2xYsAKeNp4YsGZBcgvyYdKUOFa2jV08Kz73bRUezE5mqoBvna+MDWp/QdVAPC111Q2iMvlFyp9is/VZJGYKkzhaeNZxda109y1ubh8O/M2ikqLYGmqvTtvqWK3M2+Ly42cGtX5eJamlghxCsGNDHWQ/1r6NQYR9EwQBFxIlvRw86hZD7dBAYPEIN++u/swt/Ncvd5US3JX066Kyy1cW9TpWM5Wzmjl1kq8Ueq/uP/4/NQz6XOzoUNDOFs51+o4CoUCzVyaISxRnRV4Le0ag3wGcCZJc6NMJ89OWjvuU42eEoN8h2IOIaMwo9b/V6h67mTfQXKB5oa2zl6dtXJchUKBHj49sDFiIwDgePxxBvl07Eqqpn1WXd837xdgL6ksk8PKMmScGOSrJnt7ewBVZ8IVFBQAAOzs7GR/A0B+fj4cHBweuI90ubK+hGXry7LzpPtUNr+K9qnK2bNnK1zfsWNHKBSKSkuJkhx/TkTGjc9R46YSVJh/dD4+OfoJBGhuVnmp40tYPHixWIKjnXc7HI85DgC4V3IPI31HGmS+pJYTmyMuN3JrVOvnWdl+HS001QXi8+Lh5e1V58AhVc+1wmvisq+DLwL8tV+u093LHeZbzaFUKVEilCDHIgdBXkFaPw/JRedGi8udgzrX+Hla0fYd/DqIQb7Y4li+x+rZ3cy7sguVQ1sPhbute7X3f9buWcw9MReA+qJnjmVOtXv6kfZFntCUA+se2L1Gz6eKth3aZKgY5DuddhrzfOfVeY5Ufbcu3RKXewT2qNPrY+cGncUg353CO3yt1TNBEHA2WXO9LLRFqFbeQwFgnPc4vP7v60jJT0GJUIJYIRYtfbXTV4wqti95n7jczK0ZWgW30tqxR7UcJQb5TiadhI+PD2+e0RFBEHA9Q1OKvm+TvnX+DirVLrsdcFq9HF8Qz9dd0gkzM7M6JWkZTU8+Y+fnp25GX1m6b15eHjIzM+Hk5CQGBB0cHODo6FjlfmXry44PAP7+/tXap2w76XJ8fHyF+5Stl+5DRERkrPKV+Ri2fhjmHZ0nBviszazx+5jf8cOwH2Q19qV9MM4lsC+foUVnaoIHDZ3q1o8PkPeBU6qUSMhlTwt9kfZA1EU/PgCwMLVAc3dNNl94UrhOzkMaRSVFsn4i2grktPFsIy6zv6L+hcVp+n0FOQfVKMAHAP6O/rK+b9tubtPa3KjmLiRqMr/aede+H18ZaV++o3ePoqikqM7HpOqTPj+7+NYt8076Wsv3TP27mXZTLL2qgALd/Lpp7dimJqbo6KO5uU3aY4x0Qxf9+Mr0b9hfXI7JjsHt9NtVbE11cSfzDrKKND1Kpf1LtSHYRVPCPDojGipBpdXjE2kDg3zV1LhxY1haWiI1NbXC4NvFixcBAC1byu+yadWqlexxKaVSiWvXrsHS0hKNGzeu1j6Vnas2+xARERmrr49/jb2394rjRi6NEPZCGCa2nlhuW+mX4bPxFWeik/5Ig3yBToF1Pp6thS3cbNzE8d1MlkjRF+nPuoFjA52dp42X5IJlIi9Y6tqt9FvixQkzEzMEO2un91prz9biMn+P+ncq9pS4XNsgwqgmo8Tl7Te313lOVDvZRdmyi8HS4GttdffvLvYszlfm42TsyTofk6qnqKRIFrStc5BP8p55JfkKSlQldToe1cyxe8fE5ZYeLeFsrd1ymtLgBIN8uvffXU2Qr3dAb60e29POU3YjG193dUf6GhvkHARHK0etHl9642pRaRHicypOsCEyJKMM8l24cAHvv/8+QkND0bFjR3Ts2BGhoaH44IMPKg1i6Zq1tTX69OkDANiyZUu5x8vWDRkyRLZ+8ODBAICtW7eW22fPnj0oLCxE3759YWVlJa4vO8bu3btRVCS/wy4pKQknTpyAo6MjunfvLq7v1q0bHB0dERUVVeHPqGx+oaGhD/qnEhERGdyBqAPi8tBGQ3HmxTNo5Vlx+ZQOPppMvmsp15CvrLjcNelHdIYkk8+57pl8gDyL7E7mHa0ckx7sXvY9cVlXmXwA0MpD89y+nnq9ii1JG66naH7GjVwawdzUXCvHlQb5EnITkJKXopXjUvVIM4W6+nWt1TFGNtGUuz4VewpJuUl1nhfVnPTCvoOlg1beS63MrNArQJOlciDyQBVbkzaFJ4WjuLQYgLp/qTRIVxst3FvAVKEuW15YUoiItIg6z5GqTxrk69mgp9aPzyCf/sTnxMsqG0hfI7VFGtQPiw2rYkuqiwsJkux3LdwYcz97S3t42HqI48j0yCq2JjIMowry5eXlYcqUKejduze+++47/Pfff7hx4wZu3LiB//77D99++y169eqFqVOnVtkbT1deffVVAMBXX32F27c1d9aFhYVh5cqVcHBwwOTJk2X7TJkyBQ4ODti5cye2bdOUPElOTsbcuXNlxy3TsWNHdOvWDSkpKeI2AFBSUoI33ngDSqUSM2bMgLm55gu5hYUFpk+fDgB46623ZD+fb7/9FleuXEH37t3RoYPmQigREZExEgQBl5I0pd7e7/l+lXfjNXFtAltzdc9ZlaBiBokBCYKg9XKdgDwjUFpCknRLmskX4KS7IF9Tt6biMoN8uif9GWuz55qXnRfcbTQlIqWv46RbxaXFOBevKVdd2yBfW6+28HdQt3cQIGBnxE6tzI9qRnqxsq1XW5gotHPZZlCQpmSn9GYq0i3phf123u1gYWpRp+NZm1ujiVsTcczPvfqlzyBfRFoE8or1f+3zUSHN4mvg2EAnVStkQb44Bvl0RZrJp+1SnWWCnDU9w6MyonRyDqK6MJogn0qlwlNPPYW//voLgiDA09MT48aNw5tvvok333wT48aNg5eXFwRBwObNmzFu3Lg6NSMEgL1796Jv377iHwAoLi6Wrdu7V1MqrH///njppZeQlpaGbt26Ydy4cRgzZgwee+wxKJVKLFu2DC4uLrJzuLi4YNmyZTAxMcGECRMQGhqKiRMnol27doiMjMTMmTPRr1+/cnNbvnw5XF1d8eOPP6Jz586YPHky2rZti23btqFTp0549913y+0ze/ZsdOrUCadOnULr1q3x7LPPom/fvnjvvffg6uqK5cuX1+nnRUREpA93s+4ipzhHHLf0qLrUtKmJqezDPEt2Gk5mYSayi7LFMTP56rd7WZpMPl2W62zmpgk03c28y2xcHZMF+dy0F+RTKBSybD4G+fTnUtIlFJWqK8BYmFrIenbVhEKhkGXzsS+fYUgvVrb3aq+140qDfGfjzyK9IF1rx6bKabMfXxn25TOMhJwEWeaXLoJ8wc7B4s2LAgRcTr6s9XOQmi778ZXp4qd5zocnhaNAWaCT8zzqpFmvusjkAyArby99HSAyFkYT5Fu3bh2OHj0KMzMzLFq0CBEREfj111/x6aef4tNPP8Wvv/6KmzdvYvHixTAzM8PRo0exfv36Op0zJSUFZ86cEf8A6jvQpetSUuRlZr7++mssX74cTZo0waFDhxAWFoa+ffti3759GD16dIXnGT16NPbv34+BAwfi0qVL2LdvHxo2bIhly5Zh0aJFFe4TEhKCEydOYOLEiUhNTcX27duhUCgwe/Zs7NmzR1bes4yVlRX27NmDOXPmwMbGBjt27MDdu3cxYcIEnDhxAsHB2um3QUREpEvSC8OBToHVqqkv7ct3LuFcFVuSLkmz+GzMbWRZPXUhzSJjJp9+lKpKEZMdI451Wa4z0ClQzGwQIOBW2i2dnYuAG6k3xGVtBvkA+YXnS8kM8umLtB9fe+/2sDSzrPWxpH35DkQdYNDdAKRBvnbe2rtY2cqzlVhuTICAQ9GHtHZsqpwugnws6WgYx2OOi8u6yvwyNTGV3TDD36/uSIN82u7HV6alR0uxH2qJqoS/Tx1IyUtBXE6cONbm+6YUM/nI2JkZegJlNmzYAIVCgc8//xwzZsyocBsTExNMmzYNpaWleOedd7B+/XpMmDCh1uecNGkSJk2apJf9unXrVmFfvqr4+fnhp59+qtE+1tbW+PDDD/Hhhx/WaD8iIiJjIQ3ySb/kVqWDt6YcNYN8hiPtxxfoFAiFQqGV40rLdTKTTz8SchNQoioRx7rM5DM1MUVj18a4knwFgDrTrK49i6hiKkGFm6k3xbE2y3UC8tdslpDTH20GEfoE9oGDpQOyi7JRWFKIA5EHMKrpqAfvSFpRWFKIq8lXxbE2MxJMFCYYGDQQ6y+rb5Y+EHkAY5uP1drxqby0/DTcTte0epFm9dQFM/kMQ9elOsu09WqLk7EnATDIpysZBRm4nKTJktRVJp+ZiRk6+HQQ/++ExYWhm383nZzrUSW9McbD1gPedt46OQ8z+cjYGU0m35UrV2BqaoqpU6c+cNspU6bAzMwMly8zbZ2IiOhhIwvyeVQzyOejCfJdS7nGzAMD0UU/PkCeRXYv616dS7bTg0lLdbpau8LWwlan55NmlEkzzUi77mbeRUGJplRUE9cmVWxdc9Lg7NWUq7JAMemONJOvtv34yliYWiA0JFQcb7+5vU7Ho5q5knwFpUIpAMDS1FLWs1QbBjYcKC5Ls1hIN07HnRaX3WzctPbZSPpam5ibiKTcJK0cl6omC/L56zbIV4ZBPt04HnMcAtTfJ9xs3LT+WivFvny6dX8fW23dZHo/ZvKRsTOaIF9OTg7s7e1hbW39wG2tra1hb2+P3NxcPcyMiIiI9Kk2mXxNXJuI/StUgopfiA1EmmWn1SCfpFxnYUkhkvJ4MUvX7mZqyqJKf/66Ir24wiCf7kj78TVwbKD14G0zt2YwVZgCAIpLi2VZg6Qbqfmp8kwhLZQDlPbl2xGxA6Wq0jofk6pHerGylWcrmJuaa/X43f27i8s3Um8gqzBLq8cnufuzbLV18dnLzguetp7imNl8updTlCPLGNJ1Jl+ZS0mX+BqsA//d1dzk0LNBT50FhoD7gnyxDPJp28Wki+KyrvrxAUCwiyaTLzU/VdaHnsgYGE2Qz9XVFVlZWUhOTn7gtsnJycjMzISLi4seZkZERET6kq/Mx610TT+u6gb5TE1MZfX3z8WzZKchyDL5nLUX5HOycoKjpaY3ozQARboh7X2oy358ZaRBPmkgirTreormZ6vtfnwAYGkmzzyS3rRBuiHNFPKw9ZCVN66t0JBQmJmoO3uk5Kcw80CPpEGE9l7ttX78Rq6N4GTlBEDdl+9M/Bmtn4M0dNGPr4w0m4/lkXUvLC4MKkEFAHC0dEQLjxY6O1dLj5YwUagv1xaUFMi+G5F2yPrxNdBNP74y0jK90ZnRSMlL0en5HjXSm2N0GeTzsvOClZmVOI5MZ8lOMi5GE+Tr0qULBEHAF1988cBtP//8cwiCgG7dWMeYiIjoYXIt5Zr4BdrKzAohLiHV3pd9+Qzv/p582iQ9njQARbohLdepy358ZaSBoYi0CN61riPSAKougnyA/MIzg3y6d3+pTm1kIzhbO6N3gOai57Yb2+p8TKoeaZBPevOStpgoTNDZt7M4ZlaJ7giCIAvCa6sfXxlpXz5pJgvphjTzq0eDHmIQThdszG1k5bRZoUS78pX5OBt/Vhz3CtBNP74y/g7+8LLzEsfS1wWqm9ziXESkRYhjXbxvljFRmKCRSyNxLP0/RGQMjCbIN23aNAiCgF9//RXPP/88IiPLR8QjIyPx3HPP4ddff4VCocC0adMMMFMiIiLSFekF4ZYeLWFqYlrtfRnkMyxBEHRWrhOQl4yUnod0Q9+ZfNKLWYUlhbIgI2mPLMjnrpsgn7SXKkvI6Z6uMoVGNRklLm+PYF8+fShVlcoysnSVkcD+UPpxO/020gvSxbE0uKoN0pKOzOTTvWMx+unHV4Z9+XQnLDYMSpUSAGBnYSf7WeuCQqGQ31zB112tuZR0SeytaGtuW6MbhGtDegPUweiDOj0XUU0ZTZCvd+/eePnllyEIAjZt2oS2bduiWbNmGDBgAAYOHIimTZuibdu2+PPPPwEAr7zyCnr10u3dFkRERKRfsn58HtUr1Vmmg48myHct5RryivO0Ni96sKS8JBSUFIhjbZbrBOSBJpbr1D199+SztbCVZQyyL5/2CYKg83KdgLqPWJmrKVd1cg5SUwkqWSZWV7+uWju2tC/fjdQbsjvlSTdupt0U30dNFCay55I23R/kEwRBJ+d51Ekv5DdxbSKWSdUWaSbfjdQbKCwp1OrxSUNZqpRlTeuyH18ZBvl0R1qqs5tfN7E8tS7x5grdkD432ni10WmGLQAMaDhAXD4UfYjvn2RUjCbIBwALFy7EokWL4OzsDEEQEBMTg7CwMJw6dQqxsbEQBAEuLi745ptv8OWXXxp6ukRERKRlsiBfNfvxlWni2gS25rYA1Bc+mUGiX9LsOicrJ61fzJKW67yTdafS7ajuBEGQZfLpo1wnwL58upaSn4KMwgxxrKtMvpYeLcXle1n3kFWYpZPzkLq0bVaR+uergAIdfTpq7diBToGy9+HtN5nNp2vSvkJN3ZrCxtxGJ+eRZpQk5yWzBLaOSAPw2i7VCQBN3JrA0tQSAFAqlOJqMm+q0JWLiReRr8wHAFiYWqCTbyedn1OayXsh8QKDCVok68cXoNt+fGWkQb7TcafF9hRUN/rqx1emT2AfKKAui56Sn4IryVd0fk6i6jKqIB8AzJgxAxEREdi0aRPmzJmD559/Hs8//zzmzJmDTZs24ebNm5g+fbqhp0lERERaJghCnYJ8piamsjr85+JZslOfpP34tF2qE2Amnz5lFmYitzhXHOujXCcgzyxjJp/2SbP43Gzc4GbjppPz+Dv4w8HSQRwzm093pJklLTxayH7u2jCysSabb9tN9uXTNVk/Ph1erHS3dUeQc5A4Zl8+3dBVKd0yZiZmspsqeHOb7hy7pynV2dGnI6zMrHR+Tml/2+S8ZCTmJur8nI8CZakSJ2NOiuNeDfRTIa6TbycxOJRZmIlbabf0ct6Hnb7eN8u4WLugvXd7cXwo+pDOz0lUXUYX5AMAKysrDB06FHPnzsXSpUuxdOlSzJ07F0OHDoWVle7fTImIiEj/EnITkFaQJo5rU6ZK2pfvbAKbYetTdKYmyCfNutMWWSZf5h3e0axD0qwOazNrnQWD7ifN5GOQT/tk/fh0VKoTUPeekV545l3OuiMr1emrvVKdZUY11fTlOxFzAil5KVo/B2lIL1ZKLyLqAkvH6VZhSaGsjJwugnyAvGQn+/Lpjr778QGAh60HfOx9xDFLdmrHhcQLyFOqWzqYm5hrvVdmZRwsHWQVFPi6W3fKUiUuJ18Wx9KbfXWpf8P+4jL78pExMcogHxERET16pFl8PvY+tQosSIN8zOTTL51n8kn6wuUp85BekK71c5Davax74nIDxwZQKBR6OS/LdeqWNJNP+rPWhZbuDPLpw6k4TSafLsoBtvduL15kVgkq7Lq1S+vnIDVBEHA+4bw41nVGAoN8unUx8SKUKiUAwMrMqsbVKapL1rct6aJOzvGoEwRBlsmnj358ZdiXT/v+u6sp1dnJtxOsza31dm5pQPF03Gm9nfdhdT31OopLiwGoM5tbuLfQy3mlffmO3j2KElWJXs5L9CD1IshXWlqK5cuX46mnnsL48eOxevVqQ0+JiIiItKwupTrLSPsRXU+9jrzivDrPi6pH2ievobP2g3yu1q5iz0VA3gOQtEtaDlUaXNU1aXZZan4qUvNT9XbuR4G+MvkAeV8+6V3WpD15xXmy982uftrP5DNRmMhKdjLIpzt3s+4iszBTHEsv7uuCNCh8PuE8lKVKnZ7vUSPNsm3v3R7mpuY6OY+0pGN4YjirHOjA7fTbSM5LFsfd/bvr7dxtPduKywziaoesH18D/fTjK8ObK7RLGvhu7t4clmaWejlvzwY9YW6ifk3PLsrmjcVkNIwmyLdmzRrY29tj0qRJ5R6bMmUK3nnnHezZswc7duzAK6+8gsmTJxtglkRERKQrsiCfR+2CfI1dG4uBIJWgYn8SPdJ1Jp9CoZAFnKQlJUm7pD9bffXjA9SlqZysnMTxzdSbejv3o0AW5HPXbZBPWm75ctJlXnjWgXMJ56ASVAAAOws7nQVuB4cMFpeP3zvO36WOXEjQlOoMdAqEs7WzTs/X1quteJGysKRQ9hmM6k7X/fjKSG+KyyrKQlRGlM7O9aiSZvE1d28OVxtXvZ2bmXzapRJUst9nrwD99OMrI30tCE8MR2FJoV7P/7CRvm/qox9fGVsLW9mNVezLR8bCaIJ8Bw+q69iOGzdOtv7ff//Fli1bIAgCunbtin79+gEA/v77b+zcuVPv8yQiIiLd0EYmn6mJqawe/9l49uXTh1JVqazEoy568t1/XGm2GWnX/eU69UWhULBkp47kFOUgNjtWHOs6k09aMimtIE2WBUHacSpWU6qzs29nmJqY6uQ83fy6icsJuQmy/0ekPdJ+fPq4WGllZiULIDCrRLv0FeRzsnKSvW8evXtUZ+d6VMlKdeqpH18Z6XP0Vtot5Bbn6vX8D5vrKdfF/u8KKPSalQmob4CyNlOXB1WqlLIgFdWcvt83pdiXj4yR0QT5Ll1SX9jr2lVeZmT9+vUAgKlTp+LAgQPYsWMH5s6dC0EQsHbtWr3Pk4iIiLSvuLRYdkG/Lr1LOnprSnaeS2D5DH2Iy4kTe88AugvySbPKWK5TdwyVyQfIe8XdSL2h13M/zG6mabIibcxt4O/or9Pzudu6w9PWUxyzZKf26SuI4GnnKcvOlgYXSXuk/fjae7fXyzlZOk43UvJSZBl1uuiXKdU3oK+4fOTOEZ2e61F0LMYw/fgAINglWKxQIkDA5SS+l9aFtFRna8/WsuoR+mBmYoYOPpr+8Xzdrb0ryVfkfWy99Rvkk/blOx5znFmZZBSMJsiXlpYGS0tLuLm5ydYfPnwYCoUCM2fOFNdNmzYNAHD+/HkQERFR/Xcj9YbYtNrcxBxN3JrU+ljSL0+ska8f0lKdHrYesLWwrWLr2pMGnFiuU3cM1ZMPkGeYMcinPddTNDdRNHVrChOF7r8GSvvyXUm+ovPzPWqkwTZd9OOTkh6fQT7dMERGgjT4JO0hR3VzOu60uOxh66Hzm2X6NewnLh++c5gldbUoOS8ZEWkR4ljfQT4ThYms7yJLdtaNrB9fgH778ZXp7NNZXGaQr+aS85IxY+cMtFneBjnFOQDUWZltPNs8YE/t6uLXBTbmNgDUJa9PxpzU6/mJKmI0Qb7s7GxYWVnJ1iUkJCAuLg7u7u5o3ry5uN7Z2RkODg5ITU3V9zSJiIhIB6SlOpu5N4OFqUWtj9XBWxPku556HXnFeXWaGz2YNKtOF/34ykgzBJnJpxuFJYVIyksSx/os1wmA5Tp1RNaPT8elOsu08tD05WOQT7tis2MRnxMvjnWZyQfcF+SLY5BP25LzkmW/T31lJEj/39xMu4mMggy9nPdhd3+WrUKh0On5+gT0EZdjs2PZl0+Ljt87Li772PvorFJFVdp6thWXGeSrvZisGFmma68G+u3HV0Z6c4X0hoDq+Pnczxi8djC23dim7WkZvcKSQiw8thAh34bgp3M/iT2JAWBah2lwtHLU63wsTC1k/4fYl4+MgdEE+RwdHZGVlYX8/Hxx3bFj6rT4+0t4lrk/KEhERET1kzb68ZVp7NpYLG2jElT8QqwH0ZmaTL6GzroL8kmzypjJpxsxWTHisonCBL72vno9vzTIF50RzfI3WmKIIJ80k4/lOrVLmk0X6BQITzvPKrauO2mQ71z8ORSXFuv0fI8aaV8mD1sPeNt56+W8IS4hcLF2Ecdn4s/o5bwPO32V0i3jaecpe11nyU7tkfXja9BT5wHbikj78l1Muqj389dnJaoS7Li5AyP+GIHApYGymyl6BRgoyCd5TYjKiEJKXkq19guLDcO0ndOwP3I/xmwcg3WX1ulqikZFEAT8efVPNP+hOeYcnCNm7wHq7/zbn96OZcOWGWRu0pKd7MtHxsBognxlmXp//fWXuG79+vVQKBTo2VOeEp+VlYXs7Gx4eur2ywwRERHphyzI51G3IJ+piamsnw378umeNMgX6Bios/NI76DOLMxEVmGWzs71qJIGT33tfWFuaq7X8wc5B8HcRH1OAQJupd3S6/kfVveX69QHaZDvavJV2V3XVDfS0oq6LtUJqC8yW5paAgCKSosQnhiu83M+Su4v1amvQIJCoUBnX0npOJbsrDOVoJJl5+i6H1+ZvoF9xeUjd4/o5ZyPAlk/Pn/9luosIw3yXUq6JLY3oMrFZMVg3pF5aLi0IUZuGImdETtln0F6B/SGl52XQebWwLGBrGdxdbP5Pjj0gbgsQMCzW5/Fn1f/1Pr8jMnZ+LPovao3ntr8lOy7prOVM5YMXoLLMy9jRJMRBgm+A0D/hv3F5dNxp5FTlFPF1kS6ZzRBvieffBKCIODNN9/Ea6+9hqeffhoHDhyAhYUFHn/8cdm2YWHqD5/BwcGGmCoRERFpmTTIJ+09UVvSkp0M8umetCefLjP5PGw9xAvNALP5dOFe1j1xWd+lOgHAzMQMjVwbiWP25au74tJi3E6/LY6buesnk6+5u6bdQp4yT9brkepGWjJTH5lCFqYWsptn2JdPu84nnBeXpT9nfZD+/2F/qLq7lXYLmYWZANR9ojr5dNLLefsFSvryRbMvX20l5CRg241teP/g+xiwZgDOxp8VH9N3P74yLT1awlRhCkBdspA3P1Xs/qy9T45+gtjsWNk2Qc5B+HLAl9g5fqeBZqm+uULWD7Uar7sHow6WyxRTCSo88/czD2XpzoScBDy75Vl0+rmTLJvWzMQMszrPwu1Zt/Fa19fq1N5DG9p6tYWzlTMAoFQoxb93/zXofIzZ7+G/49fzvxp6Gg89M0NPoMzkyZOxZcsWHD58GCtXroQgCFAoFPjoo4/g5SW/w2LLli0VZvgRERFR/ZOSl4KE3ARxXNdynQDQwUcT5JN+QSfd0FdPPhOFCQKcAhCRFiGeVxv/X0hDGoiRlkfVp6ZuTXEt5RoA9uXThtvpt1EqlAIATBWmCHEJ0ct57S3t0dCpoXj39ZXkKzq9CeBRoSxVyt7X9JHJV3aek7EnAaiDjK/iVb2c91FwfyafPt0f5Cu7DkO1I71g39Stqd76RPUJ1PTli8uJQ2RGpN5e6+urfGU+zsWfQ1hcmPpPbBhismMq3NbB0gGtPFtV+JiuWZtbo6lbU1xNuQpA3ZdPXzfr1AdJuUlYcW4FVpxfUS6oB6gDQ6Objsb0DtPRv2F/mCgMn+vS2acztt/cDuDBQT5BEPD+offFcTuvdribdRfpBekoUZXgyT+fxLantyG0UahO56wvZ+PPYuQfI2XXBgBgeOPhWDRoEZq4NTHQzMozNTFF38C+2HJjCwB1yc5hjYcZeFbGZ+mppXh93+swUZjA0coRY5uPNfSUHlpGE+QzNTXFtm3bsGnTJoSFhcHR0RGDBw9Gt27dZNsVFxcjMTERPXv2xGOPPWag2RIREZG2SHs1udu4y0qY1JY0k+9G6g3kFefB1sK2zsel8opLi2VfqnV9ET/AURPkY2aQ9kmzIwMcDRPkk/YWYiZf3UlLdYa4hOj1zueWHi3FIN/lZHVZJaqby8mXxV6V5ibmslJuuiQNJjKTT3uyi7JlmbbtvPUb5JOW60zNT0V0ZjSCnIP0OoeHibTkqb5KdQLqSgfN3ZuLN8gcuXOEQb5KCIKAjw5/hAXHF1Sr9KWFqQW+6P8FzEwMd/m0rVdbWZBvfKvxBpuLsTgTdwbfnf4OG69urLBPbJBzEKa1n4YpbafovG9tTUlfG07Hna7y5ortN7fLSnr+MPQHWJpZov/q/sgqyoJSpcSYjWOw65ldGBA0oMJj1Bd/X/8bE/+eiIKSAnFdK49WWDx4MQYGDTTgzCo3oOEAMch3KPqQgWdjXARBwLwj8/Dpv58CUGefvrHvDQxvPBxWZlYGnt3DyWiCfABgYmKCp59+Gk8//XSl21hYWGDLli16nBURERHpkqwfn2drrdxB3ti1Mews7JBbnAuVoMLFxIvo0aBHnY9L5d3LugcB6rJQCijg7+Cv0/NJA0/SDELSjrIAKmCYcp2AvGccg3x1J/0Z6vvu/5YeLbEjYgcAdSYf1Z00wNbOu53eLpRIg3xRGVFIzkuGh62HXs79MJP2N7S3sNd7gM3VxhUhLiFioDEsNoxBvjqQZuXoo5SuVN+AvrIg3wvtX9Dr+euLpWFL8dl/n1X6uK+9L7r4dUFnn87o4tcFHbw7wN7SXo8zLK+tV1usu7wOAHAx6aJB52JIxaXF2HxtM747/V2FN5sYY9ZeRTr5dIICCggQkFmYiVvpt9DYtXG57UpVpZh7eK44HtF4BLr5qxNh9k3ch0G/D0JOcQ6KSosw4o8R2DtxL3oH9Nbbv0NbBEHAwuML8d7B98R1pgpTfPPYN3il8yswNTE14OyqJu3LF54UjpS8FLjbuhtwRsZBJajw2p7X8P2Z78V1AY4BODDpAAN8OmScr3hERET0yLg/yKcNpiamspJXLNmpO9J+fL4OvrA0s6xi67oLdAoUl9mTT7vSC9JlFyilGbH6dH+QTyWoDDKPh4W05Kk0S1IfWnloypsxyKcd0udoV1/9lOoEAH8Hf3jbeWvmEcv+bdogLdXZ1qutQS5KS4NR0owRqpkCZQHCkzRBW30H+fo11PTlO3LnCPvyVeBQ9CG8vf9tcWxrbou+gX3xbvd38ddTfyH2jVjEvhmLv576C7N7zkbfwL4GD/ABkGVsX0i48Mj9bhNzE/HJkU8QsCQAE/6eUC7A52Pvg/n95iP2jVj8+eSfGBg00GgDfADgaOUo+6xb2fvphisbZJ+dPuuvCU538euC3RN2w8bcBgBQUFKAYeuH4WTMSR3NWjeKS4vx/PbnZQE+R0tH7J24F691fc2oA3yA+juL9LPRkTtHDDcZI6EsVeLZLc/KAnzN3Jrh2HPHZH3XSfuM91WPiIiIHgm6CPIB8gDFuYRzWjsuyemrH18ZaZ84Bvm0a+/tvWJAzdPWU9bbUp+auGr6bRSUFCAmq+IeOVQ9hgzytfRoKS7fSL0BZalSr+d/GEkvbuqzHKBCoWDJTh04n3BeXG7v3d4gc7i/Lx/VXE5RDsb+OVYs/2htZq33Hm7SDJ64nDhZGVhSf1596s+nxB61/g7+iHotCocnH8bCQQvxeLPH4evga+BZVqyNZxtxOSU/pVy/sodVgbIA03ZMQ4P/NcC8o/OQmJsoe7yHfw9seGID7rx2B3N7zzW6spxVkb5/V/S6qyxV4qMjH4nj8S3Hl/ue3LNBT+wYv0PMjMotzsWQdUPqzc2taflpeOz3x/Dbxd/EdUHOQTj1wimjLc95P4VCISuTejD6oAFnY3gFygKM2ThGzDwG1Jmr/079F34Ofgac2aPBqMp1ljl16hROnDiB+Ph45OXlVXqXikKhwLJly/Q8OyIiItKWElWJ2GMC0HKQz4dBPn0o67cF6L4fHyDP5GO5Tu3aGbFTXB7WaJjB7oK2t7SHn4Of2OvxRuoNWXCXqk8lqAxarrOJWxOYmZihRFUCpUqJiLQItPBoodc5PEzSC9JlJXWlQTd96OrXVew9cyqOQT5tkGbySSsQ6JP0YvP5hPMoLi3Wa+/O+i42OxbD1w+XZfE90+oZvfdw87D1QAv3FuLn6iN3jjBr4v/lK/MxZuMYpBWkAQCszKywZdyWelNy2N3WHb72vojLiQOg7svnY+9j4Fnp3ut7X8fP53+WrbMwtcAzrZ7Bq51fNdiNEdrQ2aczVl1cBaDiIN/KCysRlREFQF268pO+n1R4nP4N+2PruK0YuWEkikuLkV2Ujcd+fwyHJx9GG682Fe5jDCLSIjB8/XDcSr8lruvZoCe2jNsCNxs3A86s5voH9sfaS2sBPNp9+bIKszDijxH4795/4roBDQdgy7gtRpER/SgwqiDf7du3MXXqVFy8eFG2vqImpGXrGOQjIiKqv26n30ZhSSEAwERhgubuzbV27I4+HcXlG6k3kFucCzsLO60dn9SkQb5Ax0Cdn0/aky81PxV5xXmwtbDV+XkfdiWqEuy5vUccD2883ICzUZe/KQvyXU+9jsEhgw06n/oqJisG+cp8cSwtD6UPFqYWaOzaWOwTdSX5CoN8dSAtpehm46aX7GkpaVDxdNxplKpKjb6UljErKikSnxuAuseiIbTxbAMLUwsUlxajqLQIl5IuyT5DUeUuJFzA8D+GIz4nXlz3RLMn8G3otwaZT9/Avpog390jeLHDiwaZhzERBAEv7ngRFxMviutWDF9hsGoFtdXWq60syDe00VADz0i3zsWfkwX4fO198VKnl/Bi+xcfip5n0psrwhPDUVhSKGbkFSgL8Om/n4qPP9fuuSoD9oNDBmPzk5vx+KbHUaIqQUZhBnr91gs9G/REO692aOfdDu282qGhc0OjKGN65M4RPL7xcWQUZojrJrWehJ9H/Kzztg+6IO3Ldyv9FmKyYuDvqNse9cYmKTcJQ9YNkb3OPt7scax/fH29/J3WV4Z/dv+/tLQ0DB06FBcuXIC7uzsef/xxCIIAKysrPP300+jbty/s7OwgCAJcXFwwYcIEPPPMM4aeNhEREdWBtFRnE9cmWm3E3Ni1sRjUUwkq2YdO0h5pTz59ZPL52PvI7o5nyU7tOBFzApmFmQDUgRlDl8lp6irvy0e1Iy3V6efgZ5AbHaR9+S4nX9b7+R8m0l47Xf26lrsRVtc6eHeAqUId1MstzpVl4lPNXUm+IpZ3tDS11Hs53TKWZpayLEL2W6yenRE70eu3XrIA3zvd38GmJzeJfbL0rW9gX3GZffnUFp9cjPWX14vj17q8hkltJhlwRrUj7cv3sH+nEQQBr+55FQLU/3+buTVD5KxIvN/r/YciwAeoPxuVfe9VqpSy3+mPZ34UX1csTS3xUZ+PKjqEzIgmI7DhiQ3ie3ROcQ723N6DL459gSf/fBIh34XAeaEz+qzqg9f2vIZVF1chPDFc72XUV15YiUG/D5IF+D7r9xlWj15db4NBAU4BCHYOFsfVzebbemMrApYEoPWy1ph3ZB6uJtfPz1R3Mu+g12+9ZP+Hn2v7HDaO3Vhvf6f1ldFk8v3www+Ij49Hp06dsGvXLtjY2OCvv/6Cg4MDfvnlFwBAXl4evvzySyxZsgTW1tZYsmSJYSdNREREdaKrfnyAOjOwnVc7sWTEufhz6Nmgp1bPQfeV69RDVompiSkCnQLFXjOXky5rNQP0USUt1dk3sK/By6pIy0oyyFd711MM14+vTEuPlth4dSMAdVCDaiclLwU/nPlBHHf11W+pTgCwtbBFG682Yh+5U7GntP7e/aiIz4nH6vDV4rilR0uYm5obbD5dfLuIJePC4sLwMl422Fzqg+9Pf4/X9r4m9rE1VZjih6E/YHrH6QadV5+APuJyfE48bqXfQmPXxgackWH9E/UP3v3nXXHcL7Afvh70tQFnVHuGDvKpBBUuJV1CbnEurM2sYWNuA2tza1ibWYt/a+s1bO2ltTgZq7mp5dvQbx+6YIG5qTk6eHfA8ZjjANQ3V3T164rsomx8eexLcbuXO71c7V5mTzR/AuseX4cXdryA3OLcco9nF2Xj37v/4t+7/4rrnKycMLzxcIxpOgaDgwfrtDrKukvr8Pz258WxlZkVVo9ejadaPKWzc+rLgIYDEJkRCUDdl29y28lVbn8o+hCe+vMpKFXqIOvl5Mv45OgnaObWDGObj8WTzZ9ES4+WD7yZSxAExOfE43LyZVxJvoKUvBRYmVnJ/liaWcrGNuY2aOvVFk5WTnX+d19LuYbHfn9MzDIGgLe7vY2vBn2l9xvRyIiCfHv37oVCocC8efNgY1PxXU+2trb47LPPUFxcjGXLlqF37954/PHH9TxTIiIi0hZdBvkAddaBGORjXz6ty1fmIzkvWRzrI5MPUF+MLAvyHbt3DONajtPLeR9m0iDf8EaGLdUJyMtKSrPRqGakpQANGeQrwyBf7b25/02xn5StuS2ebfOsQebR1berLMg3rcM0g8yjvilRlSAsNgy7b+3G7tu7y12kN3RvqS5+XYD/rwZbUX8oUitVleLt/W9jSdgScZ29hT02PbkJQ0KGGG5i/8/d1h0tPVqKr7VH7hx5ZIN80RnRGLd5nBiIbeDYABvHbjRoML0upEG+2+m3kVOUo5cbsnKLc7EmfA2+DfsWN9NuVrmtqcIU1ubWcLdxx1eDvsLY5mNrfL6cohxZYPbxZo8bvLqErnTx7aIJ8v3/6+7/Tv5PfK+3s7DDnJ5zanTMcS3H4bHgxxAWF4YLCRdwIVH9p+x70/0yCzOx9tJarL20FlZmVhgcPBhjmo7BiCYj4GLtUod/nVxkeiRm7Johjj1tPbHt6W2ysqX1Wf+G/bHi/AoA6gBeRW3HylxKuoQxG8eIAT6p66nXMf/f+Zj/73w0cW2CJ5s/ibHNx6K1Z2tkF2XjSvIVXE6+jMtJl8XAnjQrsro8bT1x8vmTdfrunpCTgP6r+yMpL0lc9+WALzG7x2wG+AzEaIJ80dHRUCgU6NGjh2y9Uln+P/1bb72FZcuWYeXKlQzyERER1WO6DvJJe8qcjT+r9eM/6qQ/U0tTS/ja++rlvL0a9MK6y+sAQNbcm2onMj1SFkgb1niYAWejJg3yJeclI70gXasXGx4FibmJ2HB1gzhu5dmqiq11Rxrki8qIYh/NWth3ex/WXlorjj/r/5nB+r109euKH8/+CEAd5KPKJeclY9/tfdh9ezf23d5X5YW4MU3H6HFm5XXx1VxojUiLQEZBBpytnQ04I+OTV5yHZ/5+BttvbhfX+Tn4Ydczu4wqo7VvQF9ZkO9RDMTnFedh9MbRSC9IB6DOGNoybku9LvUY5BwEOws75BbnQoCAy8mX0d2/u87OdyfzDr4//T1+Of8LsoqyqrVPqVCK3OJc5Bbn4pm/noG3nTd6NOjx4B0l5v87H4m5iQDUv7dvHvumxnOvLzr7dhaXw+LCkJqfim9Oav69b3Z9s1b/Z52tnTEkZIjsxoPsomyEJ4aLQb+LiRdxNfmqLNBUWFKIbTe3YdvNbTBVmKJPYB+MaToGo5uOrnY2YUWUpUo88/czYnahk5UTTjx/AkHOQbU+prHp17CfuByXE4eItAg0cWtSbrt7WfcQui4U2UXZAABrM2u80fUN7IvcV+6G5JtpN/HZf5/hs/8+g7OVc62CeZVJykvCuM3jcOy5Y7Awtajx/qWqUkz4e4IY4FNAgeXDlz+S7zfGxGiCfEqlEo6OjjAz00zJxsYGOTk55bb19PSEo6MjrlzhnaBERET1VWZhpqyfmk4y+Xw6iMs3Um8gtzjXID2pHlZ7b+8Vl3sH9Iapialezistu3op6RKyCrPgaOWol3M/jHbd2iUuN3dvbhRfur3tvOFg6SB+Cb6ZehPd/LsZeFb1y0eHPxIvqLhau9bqjnptCHIOgrWZNQpKCiBAwLWUa+jk28kgc6mP8orzZHe/d/LphFc7v2qw+XT105QJvZ56HZmFmVop+VRfHL1zFMvPLUducS6KS4vFP8pSpWxcVFqEuOw4sadURQKdAjGs0TCMbzm+xhfCtS3IOQhuNm5IzU8FAJyOO43BIYMNOidjkpCTgOF/DBezWAGgnVc77HxmJ3zsfQw4s/L6BvbF92e+B6Dpy/coZVUIgoDntz8vu5HwlxG/GDxbtq5MFCZo49lGzPy6mHhR60E+QRDw373/sDRsKbbe2CpmQZZRQAFve28UKAtQUFKAwpLCSo+lVCnx+KbHcebFM2jg2KBa57+ZehNLTi0Rx7N7zEagU2Bt/in1gjSLLSojCm/vfxs5xepr4C7WLniz25taO5eDpQN6BfRCr4Be4rrc4lzsvb0XW25swc6IneJnbkAdsD0UfQiHog9h1p5ZeK/ne/is/2e1ei2Zd2QeTsedFsc/j/jZKL5raJOHrQdaebQSe08fij5ULsiXUZCB0HWhYr9FE4UJNj25CcMbD8fnAz5HVEYUNl/bjM3XNuNM/Bn5vg8I8HnbeaOVZysEOAZAqVKisKSwwj/5ynxEpEUAAM7En8HsA7PxvyH/q/G/9/P/PsfhO4fF8Q9Df2CAzwgYTZDP29sbd+/eRUlJiRjo8/DwwN27dxEdHY2GDTUppEqlEtnZ2bKAIBER0fWU68hX5qONVxuYmfA9wthdTrosLjtaOsLfQftZCY1dG8vuer2YeJF9+bRIGuQLDQnV23mbuTeDi7UL0gvSIUDAiZgTCG2kv/M/bIytVCcAKBQKNHVrKl4UuJF6g0G+GriUdAm/XvhVHM/rO89ggRgThQlaeLQQM3+vJF9hkK8GPjr8Ee5k3gEAmJmY4ZeRv+jthoqKhLiEiK+/gDoY9FjwYwabjz79E/UPhq0fhuLS4lrtb25ijt4BvTG00VAMbTQUTVybGE3wRaFQoLNvZ+y+tRuAOquEQT61xNxE9PytJ6IyosR1IxqPwPon1hvljWN9AjV9+RJyEx65vnyLTiwS+8AC6myoCa0nGHBG2tPOq50syKcthSWF2HBlA5aGLa3wuA6WDni+3fN4pfMrsuCMSlChsKRQDPoVKAtwPfU6nvzzSRSXFiM5Lxkj/xiJ488df2AGvyAIeH3f62JmWQPHBni3x7tV7lPfBTgGwMPWQ2x9IO3TOqfHHJ3fwGhnYYexzcdibPOxKC4txuHow9hyYwu23dwmZlMCgAABXxz7AqYmpvi036c1Osfh6MOyHoMvtHvBYDed6dqAhgPEIN/B6IOY2Wmm+FhhSSFGbxwtK6O/bNgyDG+s+d4V5ByEd3u8i3d7vIs7mXfEgJ+0hLa9hT1aerREK49WaOXZCq08WqGlR0u42rhWe57TdkzDz+d/BgAsCVuCPoF9MLrp6Grvf+TOEXxy9BNxPK7FOMzoOKOKPUhfTAw9gTIBAQEQBAGxsbHiug4d1Hffb9iwQbbt2rVroVKp4ONjXHdMERGR4ay+uBrNf2yOjj93hPNCZ4SuC8WCYwtwMuYklKXlSz+T4d1fqlMXF7pMFCZo59VOHJ+LZ18+bUnMTcSFxAviWJ+9aEwUJujhr8l6OHbvmN7O/bDJKcrBkTtHxLH0y6ahsS9f7QiCgLf2vyXegd/EtQmmd5hu0DmxL1/tnI0/K+v99U73dwxeFlChUMiy+R6Vkp0nYk5g1IZRNQ7w+Tn44cX2L2LLuC1IezcN/zz7D97s9iaaujU1mgBfGWnJTvblU8spysGw9cNkAb5ZnWdhy7gtRhngAwA3Gze08tCUZz4cfbiKrR8uByIPYM5BTQ+zAQ0HYOGghQackXZJ+/JpI8h3L+sePjj4AQKWBGDqtqnljhniEoJvh3yL2DdisXjw4nLZVyYKE9iY28DVxhV+Dn5o5NoII5uMxIrhK8RtwpPCMXnr5HJZgffbGbFTdvPg4scWw8bcps7/RmOmUChkr7tlfOx98ErnV/Q6FwtTCwwOGYzlw5cj7s04HH/uON7u9rbsJtz5/87H18e/rvYx0/LTMGnLJDGjvbFrYywZskTbUzcaA4IGiMuH7xwW/8+rBBUmb52Mf+/+Kz4+t9fcKjPfAp0C8Xb3t3HqhVO4+/pdHHr2EO68dgdZc7Jw4vkT+GnET3il8yvoE9inRgE+AFg6ZKnsPWLqtqmIzoiu1r7Jecl45q9nxH9bsHMwVoxYYXSfZx5VRpPmMGDAABw9ehQHDhzAiy++CAAYP348/vrrLyxcuBDJyclo3bo1Ll++jN9++w0KhQLDhxvPRQgiIjIsaf36stITZV8UbM1t0d2/O/oG9kWfgD7wgU+tao+Tdum6H1+Zjj4dxb5tZxPYl09b9t3eJy43cGwgC8joQ68GvbAjYgcA9uWriwNRB8S7pp2tnI0qW66pq+b/1I3UGwacSf2y5/Ye/BP1jzhe9NgimJuaG3BGkF1MKLvLmaqmLFXixR0vihdSGrk0woe9PzTwrNS6+nYVM74ehSDfxcSLGLpuKPKV+QAAG3MbzOszDw6WDjA3NYeFqYX4x9xEM/aw9TDKYF5lZEG+2LBHrszj/ZSlSjz555OyEp1f9P8C7/V6z4Czqp6+gX3F19ojd49gekfD3uhRmXxlPv6+/jfic+LxQvsX6tR7907mHTz919Pia2agUyA2jN3wUFV3kQb5LidfRomqpMb/PpWgwoHIA/jx7I/YGbGzwuDbwKCBeL3L6whtFAoTRc1zQya3nYzLyZfF7+d/Xf8Lnx79FPP6zqtw+8KSQry+73Vx3L9hfzze7PEan7c+6uLbRfw+U+bD3h/C2tzaQDNSB2+7+3dHd//umNNzDvqs6oOrKVcBAO/+8y7sLOxkWWoVEQQBL+54EXE5cQDUmex/PPHHQ92TuXdAb5gqTFEqlCK9IB3hieFo590Ob+9/G5uubhK3m9J2So0yIhs4Nqh2ydvqsDa3xp9P/omOP3dEbnEuMgszq9WfTyWo8OyWZ5GQmwBAHRjeOHYjHCwdtDY3qhujebcbPnw4VqxYgePHj4tBviFDhmDs2LHYvHkzfvnlF3FbQRDQtGlTvPee8X+4IiIi3YvNjq3yomGeMg8Hog7gQNQBAICVqRUeD3kca55aY9CSV4+6S8n6CfJ18Nb05WMmn/bsub1HXA4NCdX7hUBp2dXTcadRVFIESzNLvc7hYSAt1RnaKNSoLoY1c28mLjPIVz3KUiXe2v+WOB7QcACGNRpmwBmpMZOv5hafXCzLqlgxYoVBL/pJ3Z/J9zAHg26k3sBjvz+GrKIsAOqLWtue3oaBQQMNPDPt6+zbWVxOK0hDVEYUgl2CDTgjwxEEAdN2TsO+SM0NTa91eQ1zes6pYi/j0TewL747/R0A4+zLdyX5Cn46+xN+v/S7+NxadXEVjj13rFaBvgJlAZ7Y9IRYRtjazBpbxm2Bm42bVudtaC08WohBhMKSQkSkRaC5e/Nq7ZuWn4ZVF1dh2dlliMyILPe4lZkVnm39LGZ1mYUWHi3qPNeFAxfiaspV8abbT45+ghbuLfBkiyfLbbv45GIxW9ZUYYpvh3xrVP9fdUn6uguoSzY+1+45A82mPFcbVxyYdAC9V/XG7fTbAICXdr8EOws7TGozqdL9fj7/M7bc2CKOvxzwZb3vi/kgDpYO6OTbSbz56VD0IRy5cwT/O6XpeTc4eDBWDDd85lsTtyZYMXwFnvn7GQDV68/39fGvZe+JiwYtQgefDpVuT/pnNOU6GzVqhOvXr2PVqlWy9b/99hu+++479O7dG8HBwWjXrh1mz56NgwcPwtFRt/WJiYiofpCW9mjo1BCHnj2Ej3p/hD4BfWBpWv6if2FpIdbfXC+7o4r0SyWoZD35dBrkk3z4vJF6A7nFuTo716OiVFWK/ZH7xbE+S3WW6eDTAVZmVgCAotIisd8XVZ9KUGHXrV3i2Fj68ZWRZodGZkSiqKTIgLOpH34+/7MYEFVAgcWDFxv8QgIgD/Il5CYgLT/NgLMxfrfTb2Pe0Xni+Pl2z6NvYF+Dzed+nX07QwH1/6uMwgzcSr9l4BlVrkRVgmP3jokXJ2viTuYdDFwzECn5KQDUF583jd30UAb4AMDZ2lnWu+1RLtn58ZGPseriKnE8tvlYo3k9rY7eAb3F5cTcRESkRVRrv8zCTITFholZq9pUoCzAmvA16LGyB1ota4Xvz3wvBvgAdVnukX+MRIGyoEbHFQQBL+9+WZZxuWLEClnW28PCysxKdgNUdUp2nok7g6nbpsLvf354+8Db5QJ8wc7BWDRoEWLfiMVPI37SSoAPAExNTPHHE3+giWsTcd3krZNxIeGCbLuYrBh8/t/n4viVzq9obQ71QSffTuL7KQB80vcTo6s45G3vjX8m/QM/Bz9x3dRtU7Hl+pYKt7+ech2v731dHA8KGoQ3ur2h62kahf6B/cXlpWFL8eb+N8Vxe+/2+PPJPw1eXaPM+FbjMa29pmTokrAl2Hpja4Xbnog5gQ8OfSCORzcdrfeSsvRgRhPkq4xCocDUqVOxa9cuXLx4Ef/++y8+/PBDBviIiEgkzSga1mgY+jXsh0/6fYIjU44gc04mjkw+gnl95qFfYD8xKAAAy88tN8R0CUB0RjTylHniWHoBWNsauzaGvYU9AHXj8LDYR/eilbaciT+DjMIMAICZiRkGNBzwgD20z8LUQlZajH35au5s/Fkk5yUDUF+8Hhwy2MAzkgt2DhYzC1WCqlYX6R8lmYWZ+OjwR+L4+XbPG7x/WxlvO284WzmLY2bzVU4QBEzfOR2FJYUAAE9bT3w9qPo9cPTB0cpRdqHZGEt2Xku5hncPvAv///mj12+90Pi7xhj/13jcTL1Zrf0TchIwcM1AsdSYAgqsHr0ao5qO0uW0De7+kp2PohXnVmD+v/PFca8GvfD7mN9rVbbQUNxs3GSv/4fvPLgvX3hiOJp83wRdf+0K169cMeKPEVhxbgXisuPqNJfrKdfxxt434LvYF5O3TsaJmBOyx6U3ZB6POY5n/n4GparSah9/xbkV+O3ib+L4lU6vYGLriXWaszGrqi9fYm4idkXswvyj8zF6w2j4/88fnX/pjFUXV4nvKYC6HOPIJiOxd8JeRLwagbe6v1Xjvl7V4WTlhB3jd8DJygkAUFBSgFEbRiEpN0nc5t1/3hWDyu427pWW9HxYOVk54dXOrwJQX8cY33K8gWdUsQCnABx89iA8bD0AAKVCKcZtHidr3wAARSVFGP/XeBSUqIP1bjZuWD16db16/awLaV++mOwYcTnQKRC7ntkFe0t7Q0yrUkuGLJG9V1TUny8tPw1Pb34apYL6dTnAMQArR66sNze9PEoejWeZFg0ZMgS2traV/tm/f3+F+61btw69e/eGh4cH/Pz8MGbMGJw6VfWXoVOnTmHMmDHw8/ODh4cHevfujbVr11a5T1xcHGbMmIHg4GC4uLigTZs2mD9/PgoLC6vcj4iovlKWKmW9h0IbhcoetzKzQp/APvi478c4NPkQjkw+Ij72791/cT3lur6mShLSfnzBzsGws7DT2blMFCbo0aCHOD4YfVBn53pU7LmlCaz3bNDTYF9YejXoJS6zL1/NSUt19mjQo069cHTB3NQcIS4h4pglO6v2+b+fI61AnSFna26L+f3nP2AP/VEoFGjlqenLxyBf5VZdXIVD0YfE8Xeh38HZ2rmKPQyjq6+8ZKcxyCjIwPKzy9Hlly5o8WMLfH3iayTmJgJQ3+Sz4coGNP+xOaZsnSKWhqtIWn4aBv0+SJbx8uOwHzGh9QSd/xsMTRbkq0YmnyAIupyO3u24uQMzd2l6TTV3b45tT2+T3SRYX/QN6CsuH7lzpMptwxPDMWDNAPHGn8KSQuyM2InpO6fD739+6LCiA+YdmYez8Wcr7OEGADlFObiUdAnbbmzD/07+D7P2zELPlT3R/MfmWBK2RLw5rEwH7w5YMXwFUt5JwQvtXhDXb72xFa/uebVa/7fCYsPw6p5XxXF3/+74ZvA3VexR/7X1bCsuH4g6gHlH5mHEHyPg840PvL/xxvA/huOjIx9h281tiM2Ole3rbuOO93u+j6hZUdj29DYMDhms8+BLI9dG2DR2E0wV6hYZMdkxGLNxDIpKivDv3X+x4coGcdsvB3wpBgQfJUtDlyJrThZ2jN9h1K1EGrs2xv6J+8XfkVKlxJiNY/DfXc13sDn/zEF4Urg4/m3Ub/C299b3VA2mm1+3cpWkXKxdsHfCXnjZeRloVpWzNrfGprGbxGsxZf35ikuLAajf46dumyoGLM1MzLBh7Aaj/FxKRtST734pKSmIiYlBfn4+evbs+eAd9Gz06NGwtS3fMNTHx6fcutmzZ+P777+HtbU1BgwYgMLCQhw6dAgHDx7E2rVrMXLkyHL7bN++HRMnToRKpULPnj3h6uqKI0eOYPr06bh8+TIWLlxYbp+oqCj069cPqampaN68OXr06IHz589jwYIFOHz4MPbs2QNLS/aqIaKHy4mYE8guygagvhP0QeWsOvt2RgvXFriapm4e/dO5n7BkyBIdz5LuJw3y6SPTZGDDgWJZVwb56m5vpKZEbmhIaBVb6pa0L9/xmONQCapH5k5RbZAG+YytVGeZpm5NxeDe9VTjvClj09VNeHn3y2jv3R5/P/U3bC3Kf0fQtcj0SHx7+ltx/F7P94zuYkJL95b49+6/AIw7yJdekI414WvQ1K2p3ksRJ+UmyXoqjmg8AmObj9XrHKqrq19XrLy4EoBhg3ylqlL8E/UPVoWvwpbrW1BUWnVZX5Wgwurw1Vh3eR2eb/c85vaeKytBll2UjSHrhuBqylVx3VcDv8KMjjN09m8wJl38NEG+C4kXKu13eyP1BlZeWIk14WuQkp+CgUEDMavzLIQ2Cq2378NhsWEYt3mcGMTysffBngl76u3FzL6BfcX3har68pUF+MpuEqnI+YTzOJ9wHp8c/QTedt4Y3ng43GzcEJ0ZjaiMKERlRCE1P/WBc7I1t8X4luMxveN0dPTpKK5fNnwZEvMSxc8ly84ug6+9Lz7o/UFlh0JyXjKe2PQElColAMDLzgt/Pvmn0ZU61Lb7M/mqU7KzZ4OeeKnjS3i82eMG6V89KHgQFg9ejNf2vgYAOBl7EtN2TpPNvaNPR0xtN1XvczMWDpYOhp5CtbTxaoO9E/ZiwJoByFPmoaCkAMPWD8OhyYeQkpeCJWFLxG1f6fQKhjc2zu8XumJtbo0eDXqIN2tZmVlhx/gdaOLW5AF7Gk5V/fmWhi3Fjogd4rZf9P9C1peZjIvRBfl27dqFzz//HJcvq/v0KBQKZGdni49nZGRgypQpAID169dXGGjThy+++AIBAQEP3O7IkSP4/vvv4erqikOHDiEkRH03clhYGIYMGYIZM2agV69ecHbWfHDMyMjAjBkzUFpaivXr12PUKHVJkKSkJAwaNAjff/89hg4dij59+sjONXPmTKSmpmLmzJlYtGgRAKCkpASTJk3C9u3b8fXXX2Pu3Lna+hEQERmF3bd2i8t9A/vCxtymyu0VCgUmNp2I946/BwBYHb4aXwz44oH7kXZdStZvkE9aOuNs/FlkFmY+kneKakNKXgrOxJ0Rx4box1emm383mChMoBJUyCzMxNXkq7JsIWN1Lv4c5v87H70a9MKb3d40SLmTuOw4XEjU9EUx1i/hTV01ffmMMZPvVtotTN46GYUlhdgfuR/fhn2L93q9p/d5zDk4R7zr1t/BH292e/MBe+iftCzz5eTLVWxpOBcSLmDMxjG4m3UXAHDw2YPo37D/A/bSntf3vS5mu9hb2OPHYT8abTkk6UWeS0mXkFecp9cAtyAI+O70d/j6xNflslXKtPdujyltpuDplk/jn6h/8PGRj8X+gSWqEvx07iesurgKMzrOwJyec+Bg6YARf4yQ9Xj9oNcHeKfHO3r5NxmD1p6tYWlqiaLSIhSXFiM8KRydfTsDUGdqbbq6CSsvrixXcnF/5H7sj9yPEJcQvNLpFUxpOwWOVrppsXI56TLicuIwoOEArfU2upV2C8P/GC6WmLO3sMfuZ3ajgWMDrRzfEHoH9IYCCggQkJSXhJtpN2W9bgH1c1ca4DNVmGLNmDXwsPXAjps7sCNiB6Iz5aXbEnIT8PP5n2s0lzaebTC9w3RMaD2hwmCGmYkZNjyxAQPWDBAzSOcengsfe58KAz8lqhKM2zxOLKdrZmKGTWM3wce+/E33D5u2Xm3F32tFvO280cGnA9p7tUcHnw7o4N0Bvg6+ep5lea92fhWXky7jlwu/AADWhK+RPf596Pf19gaBR00Xvy7YMX4Hhq4fisKSQuQU52Dw2sFiiX1A/Znvq0FfGXCWhvNG1zdwKPoQbMxtsO7xdeju393QU3qg8a3G48idI1hxfgUAdX8+RytHfPHfF+I2oSGheKv7W5UdgoyAUb2CLlq0CE8//TQuXboEQRDEP1LOzs6wsbHBoUOHsG/fvkqOZDy+/VZ959S7774rBvgAoEuXLnj++eeRlZWFNWvkb26rVq1CVlYWhg8fLgb4AMDT0xOfffYZAOC7776T7XPu3DkcO3YM7u7u+PxzTdNaMzMzLFmyBObm5li+fDmUSqXW/41ERIYk7cdX3YyiMcFjYGuuvhCVWZiJTVc36WRuVDl9Z/K19mwNNxs3AOq7+B9UtogqdyDqgHhhwcfeB608DBdUc7B0kN3RXB/68sVlx+GxtY9h281tePvA27IbFfRp161d4nKQc1C5C3/GQtr3y9iCfCpBhee3Py/rc/PNyW+QW5yr13kcu3cMm69tFsdfDvgS1ubWep1DdUiDfFeSrxhdmb/fw39H95XdxQAfAMw7Mk9v598Vsatc2TJphpmxae7eXOx3WyqU4lzCOb2ef/6/8/Ha3tcqLEf3Rtc3ED4jHOemncOrXV6Fu607xrcaj2svX8Nvo35DoFOguH1RaRGWhi1F0NIgdPu1m5htCqgvSs/vZzxlb/XBwtQC7b3bi+Ow2DAcv3ccz217Dt7feOOFHS+UC/BJ3U6/jdf3vQ6///nh1d2vVrsH4oMIgoB/ov7BwDUD0Xp5a4SuC0WXX7rgclLdbxhIzktG6LpQMRPN3MQcW8ZtQRuvNnU+tiG52rjK+/JFy/vyXUq6hP6r+8sCfOufWI9nWj2DgUEDsTR0KSJnReLqS1exYMAC9PDv8cAgjIWpBZq4NkFoSChe6vgSvh70NcJeCMOF6Rcws9PMKrOVbC1ssfOZnWjs2lhc9+KOFyv8nPTeP+/JPssvGrQIvQJ6ldvuYeRq44rXu74OBRTwd/DHqCaj8GnfT7Fz/E7EvxmP+LfisWP8DnzS7xOMbDLSKAJ8gPpG2x+G/SArtV9mStspsixiMn79GvbD5ic3i4G99IJ0sdyvlZkV/njiD6P8LKoPwxsPR/yb8YiaFYXRTUcbejrVdn9/vk+OfiJmSvvY+zxSvRXrK6P57Zw5cwaffPIJzMzMsHDhQty7dw8eHh4Vbvv0009DEATs2rWrwseNRWFhIY4cOQIAGDNmTLnHy9bt2bNHtn7vXnUJrNGjR5fbZ8iQIbCyssLhw4dlffbKjjF06NByJTk9PT3RvXt3ZGRk4OTJk7X+9xARGZvY7FhZNsD9/fgqY2dhhzHBmtfln879pPW5UeVyi3MRma7pc6OPIJ+JwkSWjXEwiiU7a6us7CkADAkeYvAsk57+mpKdxt6Xr1RViklbJiG9IF1c98WxLwwS7Li/VKehf4+VkQYfb6TeMKrA0LIzy8r9n0srSMOPZ37U2xxUggpv7tNk7XXy6YTxrcbr7fw1IQ3yZRVliRkYhqYsVWLWnll4duuzsoAtoH5Nkfaa0ZWUvBRZH7Buft0ws9PMKvYwPFMTUzHDC9Bvyc4V51bg4yMfi2MzEzOMajIKW8ZtQeybsVg8eHGFny3MTMwwpe0U3HzlJpYNU5cDLFNQUiC7AWlK2ylYMmSJ0b426pK0L99b+99Cz9964reLvyFPmSfbrrVnaywdshR7JuzB6KajZRf/cotz8f2Z79H0h6YYsnYIdt/aXWkvt6qUqkrx17W/0PmXzhj0+yBZyfULiRfQ8eeOWHhsIUpVpbX4l6qfe8PXD5f1X/xt1G+yChD1mbSNwZG7R8TlygJ8T7V4Sra/QqFAc/fmmN1zNo49dwxJbydhzeg1mNxmMia1noSP+3yMVaNW4d8p/yL2jVgUfFCAG6/cwO4Ju/HDsB/wdve30dm3c7WfR242brLeVaVCKZ7880mcjjstbvPn1T+x6OQicfxMq2cwq8usmv5o6rXFgxej9KNS3HvjHrY+vRUf9vkQwxoPM/reZxamFvjrqb8Q4KipimZvYY8vB3xpwFlRbQ1rPAzrHl9XLvDzzWPfyD7zPYq87b3haedp6GnUyP39+cqYKEzwxxN/wN3W3UAzo+oymiDfDz/8AAB4++238fLLL8PFxaXSbct69J0/f14vc6vI6tWr8frrr+PNN9/Ejz/+iJiYmHLb3Lx5E0VFRXBzc4Ovb/m7Z9q2bQsAuHJF3pOibFz2uJSFhQWaN2+OwsJCREREiOvLyptWtI90fdl2REQPA2mwIcg5CI1cGlV734lNJ4rLp2JPVaufAWnH1eSrYiaYjbkNgpyD9HLeAQ01F2z+if5HL+d82KgElTzIZ8BSnWWkd24beybfohOLcPiO/E76EzEn9B6cLFAW4J8ozXPAWEt1AkATV00PizxlXqVl+fTtTuYdzP5ntjiWZicsOrEIecV5Fe2mdX9c/gNn4jXlcxcPXmy0d9k6WzvLgirG0JcvMTcRA9YMwHenNVVSXK1d0cK9hTj+/L/PK9pVK1SCCivOrUCT75sgJlv9fdLcxBw/j/jZaH+PUtKSnfoK8m29sVUWEG3i2gR3XruDrU9vxeimo6vVj8vC1AIzOs7A7Vm3sWTwEnjYym8ufqLZE/Xmd6AL0oyasrv4yzhZOeGlji/h3LRzuDj9ImZ1mYUhIUOwZdwWRM6KxDvd34GzlbyH3b7IfRi2fhi8v/HGqA2j8OV/X+JQ9CHkFOVUOofi0mKsvLASLX5sgbF/jpWVUL1/uzkH56Dnbz0RkRZR4TYVScpNwrsH3kXDpQ1lr6ELBy7EhNYTqn0cYycL8v1/X76KSnSue3xduQBfRdxs3DCpzSSsGr0Ka8aswby+8zC57WT0CugFXwdfrTxnGjo3xO5ndouZwvnKfAxbPwy30m7hWso1TN2mKd/ZyqMVVgxf8UgG4+vrv9nd1h3bx2+Hj70PTBQm+GHoD0bXQ5iq76kWT+GXEb+I41FNRmFmR+O+SYkqV9afT+qTvp+gd0BvA82IasJoPrWWZZhNnz79gdu6urrCzs4O8fHxup5WpRYuXIiff/4ZP/30E9555x20atUKCxYskG0TG6u+CFFRgA8AbG1t4eTkhIyMDOTkqD/gZmdnIzMzs8r9ytaXHR+AGGR80D4VBSOJiOqr+0t11uTLTku3lrI70H86y2w+fZHeKd/Ko5XeLqINDBooLt9IvYG4bOPIIqlPLiRcQEp+CgD1RaFBwYMMPCOgZwNNJl9MdgzuZt6tYmvDORN3BnMPa3ojS//ff3lMv3cwH75zWOw7ZGdhZ9Rf3BytHOFtp7kz3RhKdgqCgBd3vChmtbhau+LEcyfE3q4p+SlYfna5zueRr8zHnINzxPHY5mNlzwdjJOvLp4Uye3VxKvYUOqzoIAuyt/Nqh3PTzuF/g/8nrtsXua/SAENdnE84j26/dsP0ndPFPnwAMLf3XLTwaFHFnsZDGuQ7GXtS55m2x+4dw/i/xosZYT72Ptg3cV+ty9FZmVnhta6vIWpWFL4c8CU6eHfAq51fxbrH18l6Cz1qKirLOKDhAKx/fD3i34zHD8N+QHvv9uU+dwc6BeKrQV8h9s1YrBi+olwmR3JeMrbf3I73D72PAWsGwHGBI1ota4UXtr+AX87/gstJl5FVmIX/nfwfgpYG4fntz+Nmmrzc5+DgwTg8+TB2P7Nb1n/tVOwptFneBktPLa0yYzAhJwFv7nsTDZc2xNcnvpZlJ77S6RW80/3h6r9Y1pcPUP/8N13dhAFrBoilScsCfONajjPkNMtp590Of4/7G+Ym6p6LqfmpGLx2MMZsHCP+zhwtHfH3uL/12guUtKO1Z2vcevUW0t5Nw6Q2kww9Haqjqe2m4tTzp/D7mN/x55N/1tsANKmNbzUe8/vNh4OlA55r+xze66n/XuNUO0bzyTUlJQX29vZwc3Or1vbm5ubIzdVvvwsA6NGjByZPnoyuXbvCy8sLsbGx2Lp1KxYuXIj58+fD3t4eL7/8MgCI87Oxsan0eDY2NsjMzERubi7s7e2Rl5cne6yyfaTHByDuZ21dcc1jW1tb2XYP0rFjxwrXR0ZGIjAwEHFxvDBalfT09AdvRER1olQpceD2AXHc2blztV+byp6j44LHieVffr/0O15v8Xq58gSkfSeiNL1cgu2C9faeYglL+Nv5IyZXfcPL5vObMbbRWL2c+2Gx8cJGcbm9R3vkpeUhD9rNWKrNe2igQyDuZN8BAGwP347HQx7X6pzqKk+Zh6e2PIUSVQkAwMfWBx91+QgzDs0AoM5K3hu+F63c9NPfUPp77OXTC6lJqXo5b20FOQQhITcBAHAq8hSaWzU36Hz+uPmHLBNyXpd5cFI6YVLTSfjpsvqGkQX/LcAo31GwNqtZPxJBELDw7EJsvrUZTpZO8Lf3V/+x89cs2/vDwcIBSy8sFTMbLUws8EbLN3T+elrXz7iBNoHi8um7pxEXaJjvFGtvrMWHJz6UZSmNbTQWX/b4EmZ5Zmhm2Qxt3NsgPCUcAPDh/g/xy6BfKjtcjWQXZ+Prs19j9fXVsmCEnbkd3u7wNp4Lfq7efNdqYNJAXE7MTcSZiDPwtas44CYIAv659w+WX14Oe3N7zO40G81cmlW4bUVupN/AEzufEEuqOlg4YPWg1TDLM0NcXt1/XpMaTsKkhuqLzcb+mlgZbX0HNYEJvuj+BXZE70Anz04Y13gc/O391edIrt45hnoNReiIUJxIOIHfrv6G/ff2lwu+CRBwJfkKriRfwa8Xfq18PgoTDAschpfbvIyWbv8fODQH9o/ej49Pfoy/bv8FACgsKcTr+17HhvANWNxnMRrYa/5/xufFY1n4Mqy/uR5FpUWy47tYueDl1i/jhZYvGPRGcl1p5tIM19KvAQCe/utpcb2JwgTf9f0OPZ17GuVrTjPLZljcezFePfIqACA6M1r2+NI+S2FdYG2Uc68MrxOVp+3vEWQYfgo/+Ln6ITkx2dBTqTU+PzWmBk/F1GB11nRiQqKBZ/PoKCkpgampaa33N5ogn42NDXJzc6FSqWBiUvUd/WXZbtUNCGrThx9+KBs3atQI77zzDtq1a4dRo0bh888/x3PPPQdra2vxTsaq7mK4/27H6tz9WNE2DzqXMfUvISLShrNJZ5GjVGdBW5paortP9xofY2TQSHxy6hNkF2cjT5mHrVFbZWU8STeup18Xl2tygU8bevj0wIaIDQCAY/HHGOSroSOxR8Tlvn59DTaP+3X27CwG+U4nnja6IN9HJz8S52eiMMG3fb9FF68uaO3WGpdS1ZmtP4T/gOUDdJ/9VXahvczABgOr2No4hDiG4Hj8cQDA7czbBp1LQl4CPj31qTge1GAQRgePBgDMaDUDq6+tRmFpIVILU7Huxjq80PKFGh3/z1t/4vvw7wEAifmJuJFRceaio4WjmI0JAM+1eA4BDgEVbmtMmjpreizeTL9ZxZa6UVhSiA9Pfog/bv4hrjNTmOHjrh9jSvMp4ncphUKBWW1n4fkDzwMA9t7di5sZN9HEuUmFx60OQRCwNXIrPg37FCkFKbLHRgWNwoddPoSXbf0qWeZq7YoAhwDczVZnUJ9LOldhkC8qKwofn/wYh2M15YqPxB7BS21ewqy2s2BlZlXleeJy4zBx70RkFWcBUH/uWzlopd4/QzxKJjabiInN6vaZWKFQoIdPD/Tw6YH0wnRcSL6A8ynncSH5Ai6mXER2cXaV+1uYWGBso7GY0XoGghzLl3Z3snTC0r5LERoYijnH5iC1UB2cPZV4CgP/GoiPun6Efn798EP4D9hwcwOKVcWy/d2s3DCj9Qw82+xZMRP7YdTdp7sY5CtjojDB932/x8jgkQaaVfWMCRmDpPwkfHb6M9n619u9Xi8+vxAREemL0QT5QkJCcO7cOVy+fBlt2rSpctutW7dCEAS0aqWfu52rY+DAgWjfvj3Onz+P06dPo0+fPrC3V9cQryp7rqDg/0sl2dnJ/gaA/Px8ODg4PHAf6XJ+fn6F5ylbX5bR9yBnz1ZckqZjx45QKBSVlgUlOf6ciHTn7HXN61SfwD4ICQip8TF8fX0xue1ksRfPxtsb8W7/d1liQocEQcDNTM2F3d5Neuv1tXJUq1FikO9k4kn4+Pjw911NGQUZOJd8ThyPaz8Ovj66+93V5P/F4GaDsenWJgDAhbQLRvX+u/HKRmyM0GTOvd/zfTzR8QkAwMf9P8YTm9TLu6J3Ic8qD41dG+t0PpeSLiE+T5OpMKHTBKNvDN8hoANWX18NAIgpiDHY71cQBMzYMEO8wcTR0hG/PfGbWCrQF76Y2Wkm/ndKXepx+ZXleLf/u7A2r1423+302/jo1EfV2rYs2AGoeyR9OfRLOFk51eBfUze1/R30UvQC/lUv38q6BS9vL5ia1P6O1ZrIKcrB2LVjZb3jPG098eeTf8p6e5aZ4jMF/wv/n9g7cGXESqx9fG2tzn095Tpe3v1yuZ6cTVyb4IehP2BA0IBK9jR+PQN64u5ldZAvIj9C9n8jpygHn/37Gf536n/leruVCCX49uK32BuzFyuGr0CfwD4VHj+9IB1Ttk5BYr76TnIThQnWP7Eejzczrps5jIkxvQeW8YUvWgW3wrN4FoC6H2VEWgROxZ5CWGwYwuLCcCnpEkqFUthZ2GFmx5l4vevrspKclXne93mMbDsSL+1+CZuvbQYA5JfkY86xORVu72Xnhdk9ZmNah2kPdXCvzPAWw/HLFU0msonCBOseX4enWz5dxV7G41OfT5GryMWSsCUA1C0avhnxTb3umWmMz1EiUuPzkwzFzMysTklaRvOuOHToUAiCgMWLF1e5XWRkJD766CMoFAqMGDFCT7OrnuDgYABAYqL6C4ifnx8AVFo+IC8vD5mZmXBychIDgg4ODnB0dKxyv7L1ZccHAH9//2rtU7YdEVF9d38/vtqa3kHTC/ZC4gWciT9Tp3lR1W6n30ZmYaY4buWh3xt2+jfsLy7H5cSV6/VClfsn6h+x1JaHrQfaebcz8Iw0pH3IrqZcRVp+mgFno3E38y6m79S8xnT164qP+miCOKObjkZTN3VmkwABXx3/Sudz2hmxU1zu7NvZ6AN8ANDMXZOtU1lPvqTcJPxy/heM+GME7L+0R4cVHRCVEaXVeay/vF7281s8eHG5XmDvdH9HzEpKzE3EL+erV+JRWarExL8nIrdYXY7fycoJa0avwVcDv8LMjjMRGhKKZm7NKiz/+dXAr/Qa4KuLZu7NxP5QhSWFiMyIfOA+giDUuSqJIAiYum2qLMDX1a8rzk07V2GAD1BfCH+/5/vi+I8rf+B2es0zSb858Q3aLG8jC/BZmVnh8/6fI3xGeL0O8AHyvnyn4tQ/X0EQsO7SOjT5vgm+OvGVLMDXO6A3Ahw1WacRaRHou7ovpu2YJvt8AKj7Tg5fPxzXUzUVAH4Y+gMDfA8BE4UJmro1xZS2U7Bs+DKcn34e2e9l48rMK0h4KwFfDfqqWgG+Mu627tg0dhP+eOIPuFi7VLiNj70Pvh3yLaJmReH1rq8/EgE+QP2cK2tHUN8CfIA6I/Sbwd/gt1G/4etBX2PzU5vrdYCPiIhIF4zmnXHGjBlwd3fH33//jenTp+PmTflFt+joaHz99dfo3bs3UlNTERAQgGeffdZAs61YZmYmAE1WXePGjWFpaYnU1NQKg28XL14EALRsKW9IXZahWPa4lFKpxLVr12BpaYnGjRtXa5+qzkVEVB/FZsfiUtIlcVyXIF8Ljxbo1UBzge+nsz/VaW5UtZ/OaX6+Td2awtnaWa/n97D1QGvP1uL4YNRBvZ6/Ptt7e6+4PDh4sFFdYGnk0ggeth7i+ETMiSq21o8SVQkm/D0BWUXqjCt7C3use3wdzE3NxW1MFCaY3WO2OF4TvkbssaYr0iDV8EbDdXoubSkLhAJAQm4CsgqzIAgCrqdcx4JjC9Dt127w/sYbL+54ETsjdiK3OBfnE86jx8oesveKukjKTcKsvbPE8aCgQZjadmq57bztvTGt/TRxvOD4ArGHWFXm/zsfYXFh4njF8BWY1GYS3unxDn4c9iN2T9iNay9fQ977eUh8KxEnnz+JDU9swLGpxzC1Xfl5GCsbcxuEuGgy78uy5CqiLFViwbEF8Fnsg44/d6xVgK3MohOL8Nf1v8Tx1LZTcWTykXJB2vs91eIpcb4qQYWFxxbW6LyrLq7C2wfelgW5hjcejmsvXcP7vd6HpZlljY5njKRBvvMJ5xEWG4Zev/XCxC0TxV6aAPB/7N13dBRlFwbwZ9MbKQQSIBB6Cy1A6L0jSBMRFBAEsVMsiCIqFuBTFAUbCioCoigdUSlBkBqk9w5JCIEUQkIaafP98bI7M6mb7M4WeH7n5DCzO+VNltmdnTv33mre1fDbo79hx5gdOPnCSbzc9mXV58iiw4vQ8KuGWHV6FSRJQk5eDoavGo591/YZlnmn8zt4Luw5y/xiZHEezh5oFNCozP2xdTodRjQegZPPn8TD9eTPt2re1fB1v69xadIlTGwz0ejs6vuFn7sfVg1bhTHNxmDr6K12FeDTc9A5YGzoWLzW/rUHJjhLRERUGjZzdcbb2xu//fYbvL29sWLFCoSFhSE+XvQqCAgIQNOmTfH+++8jOTkZ/v7+WLFiBVxdbedLUXx8PPbuFReUQkNDAQDu7u7o0kWUHVm7dm2BdfSP9e3bV/V4nz59AIiypPn99ddfyMzMRNeuXeHmJvcu0G/jzz//xN276kbSN2/exN69e+Hj44P27Uvfs4qIyNYogw01fWuaXN5Omc33y8lfCtxJTuaRmpWqymp5Pux5q4yjR005ayL8CoN8xpAkCX9fko+7vnX6FrO05el0OlU2366oXVYcjTB712zsid5jmP+m/zeo5Vewp9ATTZ5ANW9RaSE7Lxuf7v201PvafmU7Xtn8Cjac24DcvNwil4tPi1dlMikvgtqyoHJBqou+z216DvW/rI+Qr0PwZvib2H9tPyQUzPS6kXoDnX/sjN1Ru00ew0t/vYRbGbcAAF4uXlg0YFGRpX5f7/A6XBxdAADX71zHD0d+KHbbu6N2Y9auWYb5p0KfwrBGwwpdVqfTIdArEG2rtsXwxsPRIbhDWX4dq2ocIN90eOLmiUKXOXT9EFovbo03w9/EjdQbOBx7GH2W98HN1Jul3l/45XC8ES6X7etVqxcWDVhkVIDN0cERb3SQ1/3p2E+ITo42ar+7o3bjmY1ywLeadzWsH7EeGx/fiJp+NUvxG9i2poFNDdmrWblZaPt9W9V7n6ujK97u/DbOvnQWwxoNg06ng5eLF+b1mYf94/ejWaDcquNG6g0M+30YBq8cjKfWP6W6KeGZFs9gZteZFvu9yH5VLlcZG0ZswNbRW7HmsTW4OOkinm/1fIm9H+9nfer0wZLBS1QVLYiIiOj+YTNBPgBo1aoV9u3bh0GDBkGn0xlKs6SnpxtKtAwYMAA7d+5E06ZNS9ia+R04cAA7d+4sUC4mMjISjz/+ONLS0tC/f39V/d6JEycCAD7++GNcvCjffRoREYEffvgB3t7eGDNmjGp7Y8eOhbe3N/744w+sX7/e8HhcXBxmzJih2q5eWFgY2rVrh/j4eMMyAJCTk4OXX34Z2dnZeO655+Ds7AwiInuXv1SnqT3VhoYMhb+7PwAgIycDy44tM2l7VLilx5aqsprGho61yjiUQb5/rv5TbFCEhBNxJ3D9jujjpoMOvWv3tvKIClJm5JojqGOKvdF78f7O9w3zI5uMxMimIwtd1sXRBa+1f80w/93h75CQnmD0vn4/9Tt6Lu2Jz/Z/hkG/DkLtBbXx0e6PCt3GXxf/MgTDqpSrgtBKoUbvx5p0Op0qm+/Xk7/iwq0LBZYL9gnGS61ewqzus+CoE33eku8mo9eyXqpgQWmtOr3K0OcJAD7q+RGq+1Yvcvkg7yBMaDHBMD9n9xzczblb6LLJmckYtWaUoRRubb/amN93fpnHag+UQb6T8epMvvTsdEzdMhWtF7fG0RtHVc9dTrqMfiv64c7dO0bvK/J2JIavGm74+1b3qY5fhv5Sqj6Ao5uNVgXiP9n7SYnrXL19FUNWDjFk8FX0qIhdT+3CwPoDjd6vvXBxdEHLyi0LfW5wg8E4/eJpvN/t/UKzb1oFtcJ/E/7DnB5zVAGYDec2YPlxuf/hoPqD8FX/r9hDl4ym0+nQs1ZPDGk4xHDTBREREdH9yqaCfAAQHByM5cuXIzIyEqtWrcKXX36J+fPn49dff8Xly5fxyy+/oEaNGlYZ27lz59CvXz/UqVMHffv2xZgxY9CzZ0+0aNEC+/btQ8OGDfHll1+q1unevTteeOEFJCYmol27dhg+fDiGDBmC3r17Izs7G9988w3Kl1fXjC9fvjy++eYbODg4YOTIkXjooYcwatQoNG/eHJcuXcLzzz+Pbt26FRjfwoUL4e/vj6+//hqtW7fGmDFjEBoaivXr16NVq1Z4/fXXNf37EBFZQnZuNrZd3maY71e3n8nbdHNyU5Vd+/bQtyb3/yG1PCkPCyIWGObHNR8Hb1dvq4ylc/XOcHJwAgDczryNw7GHrTIOe/LXBTmw3iqoFSp4VLDiaAqnzOQ7eP0gMrIzrDKO5MxkjFwzErmSCB7X9K2Jr/p9Vew6T7d42vA3Tc9OxxcRXxi1ry2XtmDkmpGqLLbI5Ei8Ef4Gqs6rirHrxuLg9YOG5/KX6rSnC+YNKzQs9PEWlVtgZpeZOPLsEVydfBVf9PsC0ztNx5rha+DqKDK1MnMyMfjXwVh6bGmp95uYnogX/3zRMN+5emejygVO6zANzg7i5rprKdew5OiSQpd74c8XEJkcCQBw1Dni50d+RjnXcqUepz1RBfkU5Tq3Xd6Gxl83xif7PjEE5QB1AP9w7GE88tsjyMrNKnE/mTmZGPrbUCRmiB6dbk5uWDN8Dfw9/Es1XhdHF7zeQf4etejwIsSlxRW5/J27dzDglwGGQLuLowvWDl9bbGDY3rWr2k41X9+/PjaP2oy1w9cWmsGs5OzojDc6voETz59AtxoFv+N2DO6IX4b+YvjcJiIiIiIiNZsL8un5+fmhb9++GDt2LMaPH4+HH34YFStWtOqYWrVqhQkTJqBSpUo4c+YM1q1bh9OnT6Np06aYM2cOdu3ahYCAgALrzZ07FwsXLkT9+vWxfft2REREoGvXrti8eTMGDx5c6L4GDx6MLVu2oGfPnjh+/Dg2b96MmjVr4ptvvsEnnxR+92idOnWwd+9ejBo1CgkJCdiwYQN0Oh2mTZuGv/76S1Xek4jIXu2N3ouUuykARAmobjULXhAqi2dayiW1TsWfUpWaItNtubQF5xJFv10ddJjYemIJa2innGs5tAlqY5hXBo2pcKpSnbVtq1SnXmilUHg6ewIQ2TYHYg5YfAySJOH5Tc/j6u2rAOSgjY+bT7HreTh7YEqbKYb5BQcWlJittP/aflWmkKezpyF7DQDu5t7FT8d+QqtFrdBmcRv8dPQnbL602fC8vZTq1Hu25bMo51IOzg7O6F27N7586EtETYnCoWcO4d2u7yK0UqgqaDmw/kBsHrXZcDNBrpSLMevG4LN9nxm9z5S7KXjhzxcMAR13J3d8P/B7o/pRVvOphvHNxxvmZ++eXSAw9fPxn7HixArD/MyuM9Gmahvc75oENDFMX0i8gOt3ruOp9U+h17JeuHL7iuG5OuXrYPuT27Fz7E7V8bHt8jaMXTdWFQjMT5IkvLjpRRyKPWR4bGH/hWhRuUWZxjy++XgEegYCEBn/Rf0/ys3LxRNrnlAFLxcNWGSXZVVL46XWL6GWXy0EeAZgbq+5OP788VJnfNcpXwfhT4bjh4E/wM9N9OttFtgMG0ZseOB6qBERERERlYYuLS3NJlIVsrKycPPmTTg7O6NSpUqq51JTUzFr1ixs374djo6O6Nu3L6ZOnQp3d57sW1pYWBh0Oh1OnTpl7aHYtJiYGABQlW4l2yNJEg7FHsKtjFso51IO5VzLqf51dmR5W1v0xrY38NGejwAAvWv3xuZRm0tYo6CijtGeS3saerSNbDISyx9ZXmBdKpuHfn7I0EtxQL0B2PD4BquOZ+aOmXhv53sARPnObU8y0FeUO3fvoPzH5ZGTlwMA2Dd+H9pWbavZ/kz5DO21rJchaPtBtw8wo/OMEtYwr0/2foKpW6ca5kszhtuZtxH8WTDuZIng3txec1VlPJVOxp1E5x87IykzCYAI8IU/GY6q3lXx3aHv8N3h73Aj9UaR+3JzckPi64mFls+zZRnZGdDpdKXqq3Qk9gj6/txXlXk1veN0fNj9w0IzGW9n3saGcxuw6vQqbL60WRWY+7T3p3il3StG7zvydiTqflHXEIhdNGARnm7xNADgStIVhH4barhppWNwR+wYs6NUZSStwRznuNm52fCa42X423q5eCE1K9XwvKPOEVPbT8U7Xd4xBHfypDyMWjMKv5z8xbDclDZTMK/PvEJfx+8OfYdn/5D77b4Q9gK+6l98Rm1JPt7zMaZtmwZAlJyOnBIJP3c/1TKvb30dc/fONcxP6zAN/+v5P5P2ay/ypDzooDNLhnByZjKO3zyOtlXb8ny8FPgdlMi28Rglsl08PsnaGjVqBEmScPDgwZIXLoTNZPItWbIEISEhmDlzZoHnhg4dii+//BKnTp3C8ePHMXfuXAwZMoSl1IjIJHN2z0GrRa3QZ3kftP+hPZp80wQ15teA/8f+cPnQBW4fuqHi3IqoNb8Wmn/bHB/++yHfd2xA/n585qQswbbq9KpS9cWiop1NOGsI8AHA5DaTrTgaQdmXb3fUbquVdrQH4VfCDQG+8u7l0apKKyuPqGjW7Mv3w5EfVAG+TsGd8GbHN41e39fNF8+HPW+Yn7dvXqF93K4kXUHvZb0NAT5nB2esHb4Wbaq2QZB3EN7r9h4ip0Til6G/oEO1wrOHutfsbncBPgBwd3YvVYAPAJpXbo494/aghm8Nw2Ozd8/Gc388Z+jHeSvjFn488iP6r+iPgLkBGLNuDDae36gK8LWt2rbU713Vfaureo/O3jUb2bnZyMnLwei1ow0BPm9XbywfstzmA3zm4uzorOqxqAzwtazcEgefOYg5PeeosrccdA5YMngJetbqaXjs84jPVQE1vYhrEXjpz5cM8+2qtsNnfY3P4CzK82HPGzLM7mTdwZcH1G0alhxdohrPwPoDMbvHbJP3ay8cdA5mKwHs4+aDTtU7McBHRERERGQEmwnybdsm7rp+7LHHVI9v2rQJe/bsgU6nw/DhwzF27Fg4Oztjz549WLFiRWGbIiIqUXRyNN7f+X6xy9zNvYuE9ARcuX0FR28cxdv/vI1Vp1dZaIRUmJiUGBy/edwwb+4g36D6gwzluO7m3sVPR38y6/YfVMr+Yo0DGqN7ze5WHI3QpmobQ5Djbu5d7I3ea+UR2S5lgLZ37d42HYhQBvn2Ru81BHG0tubMGkzYOMEwX9uvNn4b9lup/1Yvt3vZ0EcuNjUWPx1TvwfdTL2JXst6ITY1FoC4qL5i6Ar0qt1LtZyLowtGNB6B3eN248izR/B086fh7iQHTEY1GVWqcdm7OuXrYM+4PapecN8d/g4P//Iw+i7vi8BPAjFuwzj8eeFPQ9adnr+7P55r+Rz+fOLPMv3fn95puqGX2JXbV7D8+HLM2TVHVRJ6Yf+F93W/tsIoS3YCohTqJ70+wf6n9yO0Umih67g4umDNY2tUJTenbZum6rV4M/Umhv421PA6BnoGYtVjq+Di6GLymMu5lsOkNpMM859HfG4IUO6O2o1nNsplv5sENMHyIcuNKu1KRERERERkCpv51nHunOjT07x5c9Xjv/32G3Q6HV555RV8//33+PLLL/Hxxx9DkiT89ttv1hgqEd0HZu6Yibu5IkPCzckNAZ4BqgugRXkj/I0CPXXIcpRZfDV9a6Kefz2zbt/Z0VnVQ+nbQ98W2/OHSnY787YqUDGp9SSz3elvChdHF3Sp3sUwry/TSmqSJKmOO1vtx6fXpmobQ0DlTtYd1U0BWgm/HI7HVz9ueK+o7FUZW0dvRSWvSiWsWVAlr0oY13ycYf6jPR8ZsihvZ95Gn+V9cCnpkuH5hf0X4tGQR4vdZmilUCwauAgxr8Tgh4E/4Pdhv2NE4xGlHpu9q1KuCv4d+y/aV2tveOzvi39j86XNhr+xXkWPini25bPYOnorbrx2A988/E2BsozGquFbA082fdIwP337dEOpYAAY1XQUHm/yeJm2bc8eafiIYbpnrZ44+cJJvNr+VcPxW5RyruXw5xN/orZfbcNj49aPw18X/kJOXg6GrxqOmDui3JKTgxN+H/Y7qpSrYrZxT2ozCV4uXgBEBujCgwtxJemKqj9mgGcANj6+EeVcy5ltv0REREREREWxmSBfQkICPDw84Oen/gK9c+dOAMDYsWMNjz3+uPgifOLECYuNj4juH6fiTmHJsSWG+fl95+PmazeR/lY6st/ORtK0JERNicKpF05h//j9WDVsFRx14u79y0mX8dUB03q6UNnlL9WpRbBoQssJ0EFs98KtC/jnyj9m38eD5PvD3yMtOw2AKPU4sulIK49IpizZqe/jRmpnE84iKjnKMN+nTh8rjqZkHs4eaFm5pWF+V9Quo9ZLTE9Edm52yQvm81/Mfxi8crDh5g8/Nz9sGb0FNf1qlnpbelPbT1V95vx+6nekZ6djwC8DcOzmMcNy/+vxP0xoOaGozRTg5+6Hp5o/hUdDHrWJQLs1+Ln7YevorYVmgQd6BuKFsBew/cntiH01FgsfXoietXqWGHQyxvRO0w2v6Y3UG8iVRIZpDd8a+PKhL4tb9b41pMEQ7Bm3B7ue2oUto7agll8to9cN9ArE5lGbEeAZAADIlXLx6O+PYsSqEdgZudOw3Ke9P0Wn6p2K2kyZlHcvryqr++m+TzHw14GG8t4uji5YO3ztA5eZSURERERE1mMzQb60tDQ4OKiHExkZiYSEBFStWhU1atQwPO7p6QlfX18kJSVZeJREdD94M/xNQ8ZFff/6qqwJJwcn+Lr5oppPNYRUDEGbqm0wNGSoqlfbB/9+gFsZtyw+7gdddm62KhDzUF3zlurUq+FbA33ryNlK3x76VpP9PAhy83Lx5X/yBexnWjxjU33AetSSg3yHYg/hduZt6w3GRilLdTav1LxM2WmW1jG4o2G6pL58KXdTMG79OFScWxGVP62MLyK+MDrYdyb+DB76+SFDuT4PZw9semKTqiRkWdT0q6nKtJuzew4e+/0x1e8ytf1UTOs4zaT9PKg8nD2wfsR6vNbuNTSv1BwTW0/EzrE7EfNKDL7q/xW61exm9pK0tcvXxqim6hKpDjoHLB+yHD5uPmbdl73Q6XRoX609OgZ3LFPQuXb52vhr5F+GrLr07HSsPrPa8PzIJiMxsfVEs41X6ZV2rxjK6t5IvYGTcScNzy0asEiVLUpERERERKQ1mwny+fn5ITU1Fbdv3zY8tmPHDgBAmzZtCiyfk5MDLy8vC42OiO4XuyJ3YeP5jYb5OT3mGHWX/rtd3oW3qzcAICkzCbP+naXZGKlwe6P3IuVuCgBxp3y3Gt0025cyqLv27FpE3o7UbF/3sw3nNuDq7asAAEedI15o9YJ1B5RP08CmqOBRAQCQJ+Vhx9Ud1h2QDVKV6qxj26U69ZR9+XZF7YIkSYUutztqN5otbIYfj/4ICRISMxIx6e9JaPR1I6w7u67I9QAg8nYkei3rhcSMRACAs4Mz1g5fi3bV2pnld3ij4xuG6RNxJ7DpwibD/LjQcfio50dm2c+DytnRGXN7z8XhZw9jwUML0Ll6Z817Tb7V6S1Vf7a3O7+NDsEdNN3n/a5F5RZYO3wtnB2cVY83C2yG7wZ8p1nGaiWvSni6xdMFHp/WYRqebPZkIWsQERERERFpx2aCfKGhoQCAn34SfXvy8vKwdOlS6HQ6dOnSRbVsfHw8UlNTERgYaOlhEpEdkyQJr2973TDfrmo7DG4w2Kh1K3pWxPSO0w3zXxz4ApeTLpt7iFQMZbChS/Uu8HTx1Gxf/er2Q7BPMAAgJy8HM3fO1Gxf97P5EfMN00NDhqKaTzUrjqYgB50DutfsbphnyU61tKw0Vem7wkoc2iJl4ORG6o0C79VZuVl4K/wtdFnSxRCEVrpw6wKGrByCrj91xX8x/xV4Pi4tDr2W9TL0/dJBh+WPLEfv2r3N9js0DmiMgfUHFnh8SIMh+HbAtw9suU17Vte/Lj7u+TG8Xb0xsslIzOg8w9pDui/0rNUTS4csNcz7uvli9WOrNc8af73D66qbxAbWH4jZPWZruk8iIiIiIqLC2EyQb9SoUZAkCe+88w4GDx6Mzp07IyIiAl5eXhgyZIhq2b179wIA6tevb42hEpGdWnd2HfZf22+Y/6jnR6W6UDqpzSRD4Cc7LxtvbHujhDXInPL349OSk4MT3un8jmF+6bGlOB1/WtN93m+O3jiqChBNbjPZiqMpWs+aPQ3T4VfCrTgS27Pj6g5DrzlvV2+0rdrWyiMyTgWPCmhYoaFhXtmX72zCWbT/vj1m755tKNvsqHPE253fxjMtnlFlWv0b+S9aL26NkWtGGrJ5kzOT0Xd5X1y4dcGw3MKHF+KxRo+Z/fd4s+ObqvnuNbtjxdAVZukRR9bxavtXkfxGMpY/spyvoxmNaDwCm57YhBfCXsC/Y/9F7fK1Nd9nsE8w/tfjf3B2cEbv2r2xfMhy1fsHERERERGRpdjMN5GhQ4di9OjRyM3NxbZt23D06FG4ublh/vz58PX1VS27evVq6HQ6dO7c2TqDJSK7k5OXgzfD5QumA+oNQKfqnYpZoyB3Z3fM7i7fpf376d+xL3qf2cZIRYtJicHxm8cN81r141MaEzoG9f3FzSR5Uh5mbGfWRWksiFhgmA6rEoZ2Vc1TxtDclH35ziacRUxKjBVHYz2SJCE1KxWRtyNxJPYItl3ehu+PfG94vletXnB2dC5mC7Ylf18+SZLw9X9fo8W3LXAo9pDhuTrl62DPuD14v9v7+HbAtzj+3HH0q9tPta0VJ1ag/pf1MW3rNAz8dSCO3DhieG5299l4puUzmvwObau2xdPNRUnAHjV7YN3wdXBzctNkX0T2rl/dfviq/1doEtjEYvt8tf2ryHgrA3+P/BvlXMtZbL9ERERERERKNnUL6TfffIMnn3wS+/fvh6+vL7p164YaNWqolsnKyoK3tzeeeOIJ9OnTxzoDJSK788ORH3Au8RwAUaJvTo85ZdrO400ex2f7PzNcJH51y6vYM24PS6dp7O+Lfxuma/jWMATftOTk4IQPu3+IYb8PAyB680Vci0CbqgX7xJJafFo8VpxYYZif3GayzR4jtfxqoYZvDUPZxvAr4fd9T6XE9ETM3jUb/13/D4kZibiVcQu3Mm4ZsvYKYy/9+PQ6BXfCosOLAIjXtP+K/qpsYACY0GIC5vWZBy8Xucdzo4BG2PTEJmy7vA2vbnnVcHPB3dy7+Hjvx6r1X233qqp3nhYWDVyEj3t9DF83X5s9hogeZFr3ciQiIiIiIiqJTQX5AKBdu3Zo167ou/1dXFzw5ZdfWnBERGTv0rLS8O6Odw3zY5uNRaOARmXaloPOAZ/2/hRdf+oKANh3bR9Wn1mNR0MeNcNIqSj5S3Va6mL30IZD0bJyS0NQ983wNxH+ZDgvtpfg20Pf4m7uXQBAJa9KmpQyNKeeNXti8ZHFAO7/IN++6H0Yvmo4olOijV7HxdHFbvrx6Skz+a7evqrqvVfBowK+H/h9oT3v9HrW6onDzxzGsuPL8Nb2t3D9znXV80+FPoW5veZa5L3Az91P830QERERERERkX2ymXKdRERa+Xz/57iRegMA4Obkhve6vWfS9rrU6IJB9QcZ5qdtm1ZsBgyZ5s7dO9h6eath3pLBBp1Oh//1/J9h/p+r/2Db5W0W2789ysrNwtf/fW2Yfz7sebg4ulhxRCVTluzcdnkbJEmy4mi0IUkSPt37KTov6VxigM/b1Rs1fGugReUW6FunL34Z+guCvIMsNFLzqOFbA0HlCo65X91+OPH8iWIDfHqODo4YGzoW5186j/e7vg9PZ08AwPBGw/HdgO8Y7CciIiIiIiIiq7O5TD4iInNKSE/AR3s+MsxPbjMZVb2rmrzdj3p+hD/O/4FcKReXky7jqwNf4eV2L5u8XVI7l3AOQ1YOQcrdFAAio6h7ze4WHUPPWj3Ro2YPhF8JByCy+XrU6gEHne3eJ5Mn5eFm6k1k52Uj2CfYovtedXoVYlNjAYjX69mWz1p0/2Wh/D91/c51nEs8hwYVGlhxROZ1K+MWxq4bi43nNxoec9Q54q1ObyGsShjKu5dHeffy8Pfwh5+bn1313iuKTqdDt5rdsPz4cgCAu5M75vWZh2dbPlvq4Jyniyfe7vI2JredjOjkaIRUDGGAj4iIiIiIiIhsAoN8RHRf+/DfD3En6w4AwM/ND9M6TDPLdutXqI/nwp7DV/99BQD44N8PMCZ0DMq7lzfL9gnYeG4jRq0dZQjwASIrzNPF0+Jjmd1jNtosFr34DsUewurTqzGs0TCLj0MvIzsDkcmRiEqOQlRyFCJvRyIqJcowH50cjey8bADA6Kaj8e3D38Ld2d0iY5sfMd8w/XjjxxHoFWiR/ZoiwDMATQObGvqvbbu87b4J8kVci8DwVcMRmRxpeKyqd1WsfHQl2ldrb8WRae+9ru/h+p3r8HH1wZwec1C/gmm9PL1dvctc6pmIiIiIiIiISAsM8hHRfetK0hVV2cC3Or1l1t5G73Z5F0uPLcWdrDtIykzCrH9n4dM+n5pt+w+qPCkP7+98H+/tVJdVnd5xOt7v9r5VxtQ6qDUeafgI1pxZAwCY8c8MDGk4BE4Olv0YvZJ0BR/++yGWn1hudInYZceX4XT8aawdvhbVfKppOr791/bjQMwBw/zkNpM13Z859ajZwxDk23p5K15s9aJdZ2tJkoT5EfPx+tbXDQFfQJSrXDp4Kfw9/K04Osuo5VcL4U+GW3sYRERERERERESaYZCPiO5bM/6ZYbi4HewTjBdbv2jW7Vf0rIjpnabjzfA3AQBfHPgCL7Z+EbX8apl1Pw+S5MxkjFo7Cn+c/8PwmJeLF34a/BMeafiIFUcGfNjtQ6w7uw55Uh7OJ57HkqNL8HSLp41a90DMAURci0D3mt3LlAkUeTsSs3bNwo9Hf0ROXk6p1z8Uewhhi8Kw5rE16BDcodTrA0BuXi7i0uKK/IlPj8exm8cMy3cK7oTmlZuXaV/W0LNWT3y2/zMAwIZzGxDwSQBCK4UiNDAUzSo1Q2ilUNT3r28XpSyTMpIwbsM4rDu7zvCYo84Rs7rPwtQOU2261CwRERERERERERmPQT4iui8diT2CFSdWGOY/6PYB3JzczL6fyW0m45uD3yAqOQrZedl4Y9sb+G3Yb2bfz4PgdPxpDP51MC7cumB4rG75ulg3Yh1CKoZYcWRCw4oNMbbZWPxw9AcAwMwdMzGyychiy2BGJ0fj9W2v49eTvxoeC60UilFNRuHxJo+jSrkqxe4zOjkas3fNxvdHvldlYwGAk4MTqnpXRbBPsPjxDpanfYJRuVxlvPvPu/jyvy8BAHFpcej2Uzd81e8rTGg5wejf+3bmbSyIWIAFEQuQmJFo9Hr2lMUHAJ2rd4abkxsyczIBiH6e2y5vw7bL2wzLuDq6olFAI4QGhqJllZZ4oskT8HXz1XxskiTh+yPfY8O5DXB0cISns6f4cfGEl4uXYdrT2RMOOgfM3DkTV29fNawfVC4Ivz76KzoGd9R8rEREREREREREZDm6tLQ0ydqDIPsRFhYGnU6HU6dOWXsoNu3EpRM4HHcYY9qNsfZQ7juSJOFG6g3czryNlLspSL6bjOTMZCTfTRbz96bDr4TjZNxJAECTgCY48uwRODo4ajKmn4//jFFrRxnm947bi3bV2mmyr/vVmjNrMGbdGKRmpRoeG1BvAJYNWQYfNx+z7y8mJgYAEBQUVKr1opKjUPeLuoZSmXN7zcVr7V8rsFxGdgbm7p2L/+3+HzJyMgrdlg46dK/ZHSObjMTQkKHwdvWWx5cSgzm752DR4UUFynLW8K2Btzu/jdFNRxuVVbb48GK8sOkFVZDwxVYv4rM+nxW7flJGEj7f/znmR8xH8t3kEvejFFYlDPvG77N4OVNT/XT0J7z9z9uITok2avlq3tWw4fENCK0UqtmY7ubcxVPrn8IvJ38p0/p9avfBsiHLUNGzoplHpp2yHp9EpD0en0S2i8cnkW3jMUpku3h8krU1atQIkiTh4MGDZVqfQT4qFQb5SpaZk4nOizvj4M2DmNtrLl5p94pd93WyJkmScCnpEg5dP4RDsYdw8PpBHI49XOqAw6YnNqFf3X4ajVL0kGu9qDUOxR4CADSv1BxbR299IHpemSo3Lxdv//M25uyeo3p8ZpeZeLvL25qVFTTlBO6Vza8YyjqWdy+Py5MuGwKRkiRh1elVeG3ra4hKjlKtV9GjIuLT4wvdppuTGwbWH4jHQh7DrqhdWHhwIe7m3lUtE+wTjBmdZmBM6Bi4OLqUasx7o/fikZWP4GbaTcNjXap3we/Dfi8Q/LmVcQuf7fsMCw4sQMrdlALb8nLxQoBngOGnokdF1Xxlr8roENyh1GO0JfFpovTosRvHcPTmURy7cQyn408jV8otsKyHswd+fuRnDG4w2OzjSExPxOCVg7E7anep13XQOeCDbh/gjY5v2F15Tn7BIrJdPD6JbBePTyLbxmOUyHbx+CRrY5CPLIpBvpI9s/EZLDq8yDD/YqsX8Xnfz+0uo8UarqVcw56oPSYF9PLrXbs3/h75t+aB1h1Xd6DbT90M89V9qmPN8DVoUbmFpvu1R3lSHg5eP4i1Z9Zizdk1OJ943vCct6s3lg9ZjgH1B2g6BlNO4OLT4lF7QW3cyboDAJjRaQY+6P4Bjt04hsl/T8bOyJ2q5QM8AzCnxxyMDR2L84nn8fPxn7H8xHJVOcXiBJULwlud3sK45uPg6uRa6vHqXUu5hiErh+DgdfmEobpPdawbsQ6hlUKRkJ6Aefvm4YsDX6gyKgHAx9UHU9pOwcTWEx/Y4HVmTiZOx5/GsRvHEBETgUWHFyFPygMgsjJn95iNaR2mme295uKti+j3cz9V+druNbujX51+SMtOQ1pWmvg3Ow2pWanyfFYaAr0CMa3DNHSu3tksY7E0fsEisl08PolsF49PItvGY5TIdvH4JGtjkI8sikG+kp1NOIs+S/sg6o6cxfNwvYfxy9Bf4OXiZcWR2a7cvFy8t/M9zNo1y3DRvCQuji7wcfWBt6s3fNx8Cp0OKheEJ5o8oUm5x8I898dz+PbQt4Z5Nyc3LOy/EGNCWbY1OzcbOyN3Yt3ZdVh3dh1i7sQUWKZhhYZYN2Id6vnX03w8pp7Avb/zfby7410AIpPricZP4IejP6j+/zo7OGNym8mY0XlGgf+DkiRh37V9WH58OVaeWolbGbcK7KOyV2VM7zQdT7d42mz9JDOyM/DMH89g+fHlhsfcndzxRJMn8OvJX5GWnaZa3tfNFy+3fRmT2kyySO85e/L3xb8xfNVwVbbj6KajsWjAIpOCsQCwJ2oPBv06SNUDcVzoOCx8eKFRJVrtHb9gEdkuHp9EtovHJ5Ft4zFKZLt4fJK1MchHFsUgn3GOXjiKp7Y+haPxRw2PtajcAn88/gcql6tsvYHZoKSMJIxcMxJ/XfyryGXqlq+LllVaIqxyGFpWaYnQSqE2GXCQJAmf7P0Eb4S/oQr2PB/2PD7v+7lNlC+UJAl3su4gPi0eCekJBX48XTwxuuloVPetbvK+0rLSsOXSFqw9uxZ/nP8DSZlJRS47ovEIfPfwdyjnWs7k/RrD1BO4O3fvoPaC2kWW3+xftz/m9ZlnVMAyKzcLmy9uxvITy7Hh3Ab4uflhWodpeKblM3B3di/T+IojSRLm7ZuH17e9XmRQvbx7ebzS9hVMbDNR1SuQ1M7En8HDvzyMy0mXDY+1r9Yea4evRYBnQJm2ufLkSoxZN0ZVrnVW91l4s+ObD0zpZ37BIrJdPD6JbBePTyLbxmOUyHbx+CRrY5CPLIpBPuPExMQgIycDU/dPxbqz6wyPB/sE488n/kSjgEbWG5wNOXHzBIasHIJLSZcMj1X2qowuNboYAnrNKzW3WCaeuYRfDseI1SOQkJ5geKxd1XZY9dgqVClXxaJjORV3Cr+e/BV/XfwL1+9cR0J6ArLzsotdx83JDdM7TsfUDlPLlEGWmpWKT/d+ik/3fWooaZmfg84BHYM7YkiDIRhUfxBq+tUs9X5MYY4TuPn752PK5imqx+r718dnfT7DQ3UfKtM2c/Jy4KBzsEgPtS2XtmD4quG4nXnb8Ji/uz9ebfcqXmr9ksUCrvYuMT0RQ38bqirTGuwTjI2Pb0TTwKZGb0eSJPxv9/8wfft0w2Muji5YMmgJHm/yuFnHbOv4BYvIdvH4JLJdPD6JbBuPUSLbxeOTrI1BPrIoBvmMo/9wqFS5El7d8irmR8w3POfj6oM1w9ege83u1hqeTfj15K8Yv2E80rPTDY8Nqj8IS4csvS8yh6KSozD0t6Gq/meBnoH4fdjv6FS9U4HlJUlCdEo0TsadxImbJ3Ay/iRuZ95Gi0ot0Ll6Z7Sr1g4ezh5G7fty0mX8evJX/HryV5yIO1Hm36GWXy3M7zsfD9d72Kjls3OzsfjwYry38z3cTLtZ4HlXR1f0qt0LQxoMwYB6A1DRs2KZx2Yqc5zA3c25ixbftcDp+NPwdvXGu13exUutX7KJjE1jXbx1ERM2TsD1O9cxLnQcXmz9IssKl0FWbhZe3PQiFh9ZbHjM09kTK4auwMD6A0tcPzs3G89veh7fH/ne8Fh59/JYP2I9OgZ31GTMtoxfsIhsF49PItvF45PItvEYJbJdPD7J2hjkI4tikM84+T8c5u+fj5c3vwwJ4nBzdnDG4oGL8WSzJ822z9y8XKRlp9l8gCwnLwdvbHsDn+771PCYDjq83+19TO803SIZTJaSmZOJl/58SXXh3snBCR/3/BihlUJxMu6k+IkX/yp7e+Xn5OCEVlVaoXP1zuhSvQs6BHdQvdbX71zHb6d+w68nf0VETESJY9NBB38Pf1TwqGD4Ke9WHn9e/BM3Um+oln243sP4vM/nqF2+dqHbkiQJa8+uxZvhb+J84nnVc96u3ni43sMY0mAI+tTuYzPZYeY6gUvKSMKe6D1oV7Ud/D38zTE0slOSJGF+xHy8uuVVQxlUHXSY1GYSKntVhgQJkiQV+u8/V//Bjqs7DNuqU74O/nziT9T1r2ul38a6+AWLyHbx+CSyXTw+iWwbj1Ei28Xjk6yNQT6yKAb5jFPYh8O6s+vwxOonkJGTYXhsZpeZeKfLOyb1WToTfwbfH/keS48tRXx6PPrX7Y/X2r+GLtW72Fz/pvi0eAxfNRz/XP3H8Jivmy9WPLKizOUN7cGiQ4vw0l8vISs3y2zbdNA5ILRSKDpU64ATcSew8+pOQxA5v5aVW2JE4xFoE9QGFT0rooJHBfi5+cHRwbHAsil3UzBzx0wsiFiAXCnX8Liroyte7/A63uj4hiqjcHfUbry+9XXsu7ZPtR13J3e83PZlvN7hdZsst8oTONLKnxf+xIhVI4osVVuSDtU6YN2IdajgUcHMI7MfPD6JbBePTyLbxeOTyLbxGCWyXTw+ydoY5COLYpDPOEV9OByIOYABvwxAXFqc4bEnmz2Jdzq/g1p+tYwOyqVmpeK3U7/h+yPfY2/03kKXaVG5BV5r9xoeDXkUzo7OZfxNipaWlYZrKdeQlp2Gih4VEeAZAFcn1yKXP3j9IB5Z+QiiU6INjzUJaIK1w9cWmSF2P4m4FoGhvw1FzJ2YYper5l0NjQMao3FAY3i7emNP9B7sidpT6oBBwwoN8XjjxzGi8YgyZQOdjDuJl/58SdVnDACq+1TH530/R33/+ngz/E2sP7de9byDzgHjQsdhZteZCPK23ZMjnsCRlk7FncKAXwbgyu0rpVpvROMR+HHQj2XqhXk/4fFJZLt4fBLZLh6fRLaNxyiR7eLxSdbGIB9ZFIN8xinuw+FK0hX0W9EPZxPOqh4P9AxE+2rt0aFaB7Sv1h4tKrdQBc0kSUJETAQWH16MladWIjUr1aixVPOuhiltp+DpFk8bXcrzbs5dRCZHIjo5GtEp0biWcg3RydG4dufevynXkJSZVGA9b1dvBHgGyD8e4l8AmLt3Lu7m3jUsO6LxCCwesBieLp5Gjel+EJcWhyfXPonNlzbD390fTQKboHHFxuLfgMZoVLFRoVlvOXk5OHbjGHZG7sS/kf9iV9Qu3Mq4VWC5mr41MaLxCIxoPAJNApqYnMkpSRJWnlqJV7e8iut3rpe4/IB6A/C/nv9DSMUQk/ZrCTyBI60lpCdg/v75OJt4FjrooNPpCv3XQecAB50DetbqiSeaPHFflSwuKx6fRLaLxyeR7eLxSWTbeIwS2S4en2RtDPKRRTHIZ5ySPhySMpIwZOWQAllSSq6OrgirEoYO1TrAz90Py44vw+n404UuG1opFE83fxrVfatjQcQCbL28tcAy3q7eeKbFM5jUZhKq+VRDcmYyLiVdwqVbl9T/Jl1CdHJ0kaUfTeWoc8THvT7Gy21ftrlyopaSnp0Odyf3Mv/+eVIeTsWdwr+R/+K/6/+hokdFPBryKFoHtdbkb3rn7h188O8H+Gz/Z8jJyynwfOug1pjbay46V+9s9n1rhSdwRLaLxyeR7eLxSWS7eHwS2TYeo0S2i8cnWRuDfGRRDPIZx5gPh7s5d/Hhvx9i1ZlVBbL6jOHj6oORTUZifIvxaFG5heq5YzeOYd7+efjlxC/IzstWPefk4AQfVx8kZiSWep/5Oeoc4e7sbnRWYQWPCvjt0d/QrWY3k/dNlnc24Swm/jUR2y5vAwDUKV8Hc3rMwdCGQ+0uYMsTOCLbxeOTyHbx+CSyXTw+iWwbj1Ei28Xjk6zN1CCfk5nHQ0RGcnVyxQfdP8AH3T9AYnoi9l3bhz1Re7D32l4ciDmAzJzMQtfrWqMrxjcfj6ENh8Ld2b3QZZpVaoafBv+E2d1n44sDX2DhwYVIvpsMQJR+NCbA56BzQFC5IFT1ropqPtVQtdy9f72rise8qyHQKxBODk7IzMlEfFo84tLiCv6ki3/r+NXB1A5TEewTXPY/GllVgwoNsGXUFuyM3InbmbfRv25/Tfo9EhEREREREREREVHJGOQjsgH+Hv54uN7DeLjewwCArNwsHL1xFHui9mBP9B7cSL2BztU7Y1zzcahTvo7R2w3yDsL/ev4Pb3V6Cz8c+QGf7f8MkcmRhufdndxRu3xt1Pa791Ne/re6T3WjAzhuTm6o5lMN1Xyqle4XJ7uj0+nQtUZXaw+DiIiIiIiIiIiI6IHHIB+RDXJxdEHroNZoHdQaL7d72eTtlXMth8ltJ+PF1i/iQMwB5Oblonb52qjsVdnuyiwSERERERERERERERGDfEQPFCcHJ7Sv1t7awyAiIiIiIiIiIiIiIhM5WHsARERERERERERERERERFQ6DPIRERERERERERERERER2RkG+YiIiIiIiIiIiIiIiIjsDHvyUalER0cjOzsbjRo1svZQbFpOTg4AwMmJhxiRLeIxSmS7eHwS2S4en0S2i8cnkW3jMUpku3h8krVdunQJzs7OZV6f/3OpVDw8PJCeng5Jkqw9FJt29epVAEDt2rWtOxAiKhSPUSLbxeOTyHbx+CSyXTw+iWwbj1Ei28Xjk6zN2dkZHh4eZV5fl5aWxmgNkZmFhYUBAA4ePGjlkRBRYXiMEtkuHp9EtovHJ5Ht4vFJZNt4jBLZLh6fZO/Yk4+IiIiIiIiIiIiIiIjIzjDIR0RERERERERERERERGRnGOQjIiIiIiIiIiIiIiIisjMM8hERERERERERERERERHZGQb5iIiIiIiIiIiIiIiIiOyMLi0tTbL2IIiIiIiIiIiIiIiIiIjIeMzkIyIiIiIiIiIiIiIiIrIzDPIRERERERERERERERER2RkG+YiIiIiIiIiIiIiIiIjsDIN8RERERERERERERERERHaGQT4iIiIiIiIiIiIiIiIiO8MgHxEREREREREREREREZGdYZCPiIiIiIiIiIiIiIiIyM4wyEdERERERERERERERERkZxjkIyIiIiIiIiIiIiIiIrIzDPIRERERERERERERERER2RkG+YiIiIiIiIiIiIiIiIjsDIN8RERERERERERERERERHaGQT4iIiIiIiIiIiIiIiIiO8MgHxEREREREREREREREZGdYZCPiIiIiIiIiIiIiIiIyM4wyEdERERERERERERERERkZxjkIyIiIiIiIiIiIiIiIrIzDPIRERERERERERERERER2RkG+YiIiIiIiIiIiIiIiIjsDIN8RERERERERERERERERHaGQT4iIiIiIiIiIiIiIiIiO+Nk7QGQfalZsybS09NRrVo1aw+FiIiIiIiIiIiIiIjIbkVHR8PDwwNXrlwp0/oM8lGppKenIzs7GzqdztpDsWk5OTkAACcnHmJEtojHKJHt4vFJZLt4fBLZLh6fRLaNxyiR7eLxSdaWnZ2N9PT0Mq/P/7lUKtWqVYNOp8OpU6esPRSbFhMTAwAICgqy8kiIqDA8RolsF49PItvF45PIdvH4JLJtPEaJbBePT7K2Ro0aQZKkMq/PnnxEREREREREREREREREdoZBPiIiIiIiIiIiIiIiIiI7wyAfERERERERERERERERkZ1hkI+IiIiIiIiIiIiIiIjIzjDIR0RERERERERERERED5T0dGDJEk9s3uxm7aEQldl9E+RLT0/H5s2b8dFHH+Hxxx9HgwYN4OnpCU9PT8yaNavYdWfNmmVYtrifS5cuFbudy5cvY+LEiQgJCUH58uVRvXp1DBw4EOvWrTPqdzhy5AjGjRuHunXrws/PD7Vq1cKIESOwY8cOo9bfuXMnRowYgVq1asHPzw9169bFuHHjcOTIEaPWJyIiIiIiIiIiIiJ6EMyYAcyY4Yvx4/2xa5e1R0NUNk7WHoC5HDx4EI888ohJ23B2doafn1+Rzzs5Ff3n+vvvvzF69Gikp6cDALy9vXHr1i2Eh4cjPDwco0ePxjfffAOdTlfo+kuWLMHkyZORk5MDAPDx8UFcXBw2btyIjRs3Yvr06XjrrbeK3P+sWbMwe/ZsAIBOp4O3tzeuX7+OlStXYvXq1Zg/fz7Gjh1b0p+AiIiIiIiIiIiIiOi+lpcH/PyzPL99O9Cpk/XGQ1RW900mHwD4+fmha9eumDJlCpYsWYLAwMBSrd+2bVtcuXKlyJ/q1asXut7Vq1fx5JNPIj09He3atcPRo0cRGxuL2NhYvPnmmwCAZcuW4bPPPit0/YiICEyaNAk5OTkYMGAAzp8/j+vXryMyMhLjx48HAMyePRurV68udP3Vq1cbAnzjx49HZGQkrl+/jvPnz2PAgAHIycnBpEmTEBERUaq/BxERERERERERERHR/ebwYSAuTp6/fNl6YyEyxX0T5OvQoQOuXbuGTZs2YdasWRg2bBhcXV0tsu8PPvgAaWlpCAwMxKpVq1C3bl0AgJeXF2bMmIFx48YBAObOnYukpKQC68+YMQO5ublo1KgRli1bhqCgIACAv78/FixYgJ49e6qWU8rNzcWMGTMAAD179sSCBQvg7+8PAAgKCsLSpUvRqFEj1XJERERERERERERERA+qv/5Sz5fQqYvIZt03QT5HR0er7DctLQ3r168HAEyYMAG+vr4FlnnttdcAACkpKdi4caPquStXrmDv3r0AgMmTJ8PZ2bnI9aOiorB7927Vc7t27UJUVBQAYOrUqQXWdXFxwaRJkwAAe/fuxZUrV0rz6xERERERERERERER3VfyB/mYyUf26r4J8lnL3r17kZGRAQDo3bt3octUr14dDRo0AACEh4erntu+fbthulevXoWu3759e5QrV67Y9cuVK4d27doVur5yXMr9ERERERERERERERE9SBITgf371Y/FxgLp6dYZD5EpGORTOHPmDMLCwuDv74+AgACEhobixRdfxNGjR4tc5/Tp04bphg0bFrlcSEiIYR+FrV+xYkUEBAQUuq6joyPq1atX7Pr169cvMpsxICAAFSpUKHR9IiIiIiIiIiIiIqIHxZYtgCQVfJxF8MgeOVl7ALYkISEBt27dgq+vL1JSUnDhwgVcuHABP/30E6ZOnYp33323wDqxsbEAAD8/P3h4eBS57cqVKwMAbty4Uej6VapUKXZsVapUwaFDhwzLl2X9hISEAusXJSwsrNDHL126hBo1aiAmJsao7Tyobt26Ze0hEFExeIwS2S4en0S2i8cnke3i8Ulk23iMEtmWVav8ABS8ln/gQCJ8fTMtPyB6oOXk5JjUjo6ZfABq166NDz/8EEePHsWtW7cQHR2N+Ph4rF+/Hs2bN4ckSfj4448xf/78AuumpqYCANzd3Yvdhz4AeOfOHdXj+vniAoTK7ev3Z679ExERERERERERERE9CPLygJ07XQ3zLi55humoqLIHWoishZl8AEaMGFHgMRcXF/Ts2RMdO3ZE7969cejQIcyePRtjx46Fj4+PFUZpWQcPHiz08bCwMOh0OgQFBVl4RPaJfyci28ZjlMh28fgksl08PolsF49PItvGY5TI+v77T/TkAwBHR6Bfv0ysWycSZBISfBEU5Gu9wdEDycnJCVJh9WONxEy+Eri5uWHmzJkARNbcjh07VM97eXkBADIyMordTvq9rp3lypVTPa6fTy+hq6d++/r9mWv/RERERETmkJICnDgBbNoEfP01MG0a8PjjwAsvANHR1h4dERERERER8Oef8nT79kCTJtmG+cuXrTAgIhMxk88Ibdq0MUxfydd9U99rLykpCenp6UWW3dT3wqtUqVKh61+/fr3YMeif1y+vXP/o0aNlXp+IiIiIqLQiIoDly4GrV4GoKCAyEkhOLnr5xERg5UqLDY+IiIiIiKhQf/0lTz/0EBAQkGOYv3TJCgMiMhGDfCYKCQkxTJ85cwYtW7YsdLnTp08DABo2bFjo+vHx8YiPj0fFihULrJubm4vz588Xuf5ff/2Fc+fOITc3t9AGjXFxcUhISCh0fSIiIiKi0oiPB7p2BTJL0Y8+XzEMIiIiIiIii4uPBw4ckOf79QPi4uQg35UromefA+sfkh3hf1cjHFAc+TVq1FA91759e7i7uwMAtm7dWuj6UVFROHv2LACgR48eque6d+9umC5q/X379uHOnTvFrn/nzh3s37+/0PWV21Xuj4iIiIiotP77r+gAn4sLUKcO0KMHMHq0/HhcHHDzpmXGR0REREREVJgtWwB967MqVYCmTYHq1XMNz2dlATExVhocURk98EG+khoa3r17F++99x4AwNPTE127dlU97+npiUGDBgEAFi1ahORC6hTNmzcPgOiHN2DAANVzNWvWRPv27QEACxYsQHZ2doH1P/30UwBAcHAwOnbsqHquU6dOCA4OVi2nlJ2djQULFgAQAcmaNWsW+/sSERERERUnMlKeDgkBfvtNlO+MjQUyMoALF4Bt24ClS4HAQHnZY8csP1YiIiIiIiK9/KU6dTrA01NChQpyoI99+cje3FdBvqSkJCQkJBh+8vLyAADp6emqx1NTUw3r7N69G/3798cvv/yCGEWYPjs7G//88w969eqF//77DwDwxhtvwNfXt8B+3377bXh6euLGjRsYNmwYLl68CABIS0vDnDlzsHjxYgDA66+/Dj8/vwLrf/jhh3B0dMSJEycwZswYQ/+8W7duYcqUKdiyZYtqOSVHR0d8+OGHAIDNmzdjypQpuHXrFgDRh2/MmDE4efKkajkiIiIiorJSBvlatwaGDRP/VqpUsKxN06byNIN8RERERERkLbm5wN9/y/MPPSRPV6/Ovnxkv+6rnnzt27dHVFRUgcc///xzfP7554b5kSNH4rvvvgMgMvl27NiBHfcahbi7u8PT0xPJycmGrDoHBwe8+uqreOWVVwrdb40aNbB06VKMHj0ae/bsQbNmzeDj44PU1FTk5oq7AEaNGoWXX3650PXbtGmDBQsWYPLkyVi/fj3Wr18PX19fJCcnGzINp0+fjqFDhxa6/tChQ3H27FnMnj0bixYtwuLFi+Hj44Pbt28DAJycnDB//ny0adOm+D8gERERkRUlJQE//OCJatVyMXastUdDRVGeblevXvyyzZoB+srxx49rNyYiIiIiIqLiHDwIJCaKaScnoGdP+bng4FwcOiSmmclH9ua+CvKVRaNGjTB79mwcOHAAp06dQmJiIm7fvg0PDw80aNAAHTp0wFNPPYXGjRsXu52+ffsiIiIC8+bNw/bt2xEbGwtfX180a9YM48ePx+DBg4tdf+zYsWjWrBkWLFiA3bt3IyEhARUrVkSbNm3w3HPPFSgTmt9bb72FDh06YOHChYiIiMDt27dRpUoVdOzYEZMmTULz5s1L+ZchIiIispwjR4ChQ4ErV3wBAA0bArw/yTYpM/mMCfLpMZOPiIiIiIis5c8/5ekOHQAfH3memXxkz+6rIN+ZM2dKvY6/vz8mT55slv3XqlULX375ZZnXb968OX788ccyr9+1a9cSg4FEREREtmbpUuDZZ4HMTPmxHTsY5LNVyiDfvdbQRVKW6zxzRjSyd3HRZlxERERERERFyd+PT6l6dfbkI/t1X/XkIyIiIiL7kZUFvPgiMGaMOsAHAFevWmVIVILsbOBe+2gAJWfyNWgAODuL6ZwcEegj+/XHH2746CNvxMZaeyRERERERMaLixPlOvX69VM/z0w+smf3VSYfEREREdmHmBhg2DBg377Cn1dmi5HtuHYNuNcyGgBQrVrxy7u4ACEhcqnOY8fUJTzJfmzZAjz3nD8A8f9gzRorD4iIiIiIyEibN8vfY4KCgPyduYKD5SBfYiKQnKwu50lky5jJR0REREQW9e+/QIsW6gBfy5bA55/L88zks03K4GulSoCra8nrKEt2Hj9u/jGR9iQJePtteX77dnWwl4iIiIjIluUv1anTqZ8PDMyDm5s8z5KdZE8Y5CMiIiIii5AkEcjr3l2US9EbPx7YvRvo3Fl+LDKSQQRbFBUlT5dUqlNPmbmnz+gj+/LXX8CBA/J8cjIQHW298RARERERGSs3V2Ty6eUv1QmIoF+tWvI8g3xkTxjkIyIiIiLNpaUBTzwBvPyy+JIFiFKO330HLF4MuLkBNWrIy6enAwkJVhkqFUOZyWdskE+ZyXfsGIO39kaSgHffLfg4szKJiIiIyB4cOADcuiWmnZyAHj0KX652bXmaffnInjDIR0RERESaio0F2rYFfv1VfqxqVWDXLmDCBPkxX1/AyyvPMM++fLZH+ZoEBxu3jjKTLz4euHnTvGMibW3aBBw8WPBxZmUSERERkT1Qlurs1Anw9i58OWbykb1ikI+IiIiINPXZZ8DJk/J89+7A4cNA69bq5XQ6ICgo1zDPIJ/tKYgowLsAAKXLSURBVEu5zoAA0b9Pj8Eh+yFJwMyZ8rxOJ6dhMpOPiIiIHlTp6XJ1ErJ9f/4pTz/0UNHLMZOP7BWDfERERESkqTNn5OlRo0Q/hIoVC1+2WrUcw/TVq9qOi0qvLOU6gYIlO8k+bNwIHDokzz/7bKphmq8jERERPYhWrBCZYA0ayCUgyXbdvKk+ny0uyMdMPrJXDPIRERERkaauXJGnBw0SfRCKwkw+2yVJ6kw+Y8t1AuqSncwAsw/5s/gGDABGjEg3zF+4IO5iJyIi88vLEzdJpaVZeyREpJSWBkyaJLL4Ll4Eli619oioJH//LU9XqwY0alT0sspMvshIIDtbu3ERmRODfERERESkGUlSB/lq1ix++WrV5CAfM/lsS3w8kJkpz5cmk08Z5GMGmH3YsAE4ckSenzkTqFkzB66uomRnXh5w+rR1xkZEdL+bNg0ICRGZQnfuWHs0RKT33XdAYqI8Hx5uvbGQcZT9+B56SLSIKEqNGvLzublAdLSmQyMyGwb5iIiIiEgzCQnqbJ+SgnxVq8rlOpnJZ1uUr4e3N+Dra/y6ynKdZ88Cd++abVikgfxZfIMGAS1aAI6OQIMG8i3NDNgSEZnflSuinzEAXLumvkBNRNaTmQnMnat+bOdOZnvZspwc0SpCr1+/4pd3cwOCguR59uUje8EgHxERERFpRpnF5+0N+PkVv3zVqszks1XKIF9pSnUCIhPB2VlM5+So+zSS7Vm3Djh6VJ5XBvwaNpSvZLH0KhGR+X36qcgg0eMNFUS2YckSIDZW/didO8B//1llOGSEiAjg9m0x7ewMdO9e8jrsy0f2iEE+IiIiItKMMsinLH9SFGWQLyVF/lJG1qfsx1eaUp2A+FIdEiLP84Kl7crLUwf1hgwBQkPleWWQj68jEZF5xcUB33+vfozvtUTWl50N/O9/hT/Hkp22S5kJ3bkzUK5cyeso+/Ixk4/sBYN8RERERKSZ0vTjAwB//zy4ueUZ5pnNZzuUmXylDfIB6r58zACzXWvXql+fd99VPx8Sos7kkyQLDYyI6AGwYIG6/y3AIB+RLVixQj4XdnICJkyQn2OQz3b9+ac8/dBDxq3DTD6yRwzyEREREZFmShvk0+nU2Xzsy2c7TCnXCaiDfLxgaZvyZ/E98oj6dQPUPfmSkoCYGMuMjYiKlpsLfPCBN/r0qYhNm6w9GiqrlBTgq68KPn7tGpCYaPnxEJGQmwvMni3PP/kkMG6cPL93L5CWZvlxUfFiY4EjR+R5Y4N8zOQje8QgHxERERFpRpmJZ0yQDwCCgtiXzxaZUq4TAJo2laePHWMGmC1aswY4eVKez5/FBwB+fhKqVpXnGbAlsr6vvwa+/bYcTp1ywfjxImBP9ue77+Qy5d7egK+v/Bzfa4msZ/Vq4Px5Me3gALzxBhAWJo5TQJTy3L3beuOjwv39tzxdvTrQsKFx6+XP5ON3FrIHDPIRERERkWby9+QzRrVqzOSzReYs15mQANy4YfqYyHzy8oD33pPnH31UHZhVYulVItsRHQ1Mny7P37wJHD1qteFQGd29C8ybJ88//zzQooU8zyCffVu7FmjVKhDjxpXH3bvWHg2VhiQBs2bJ8489BtStK0p2dukiP86Snbbn33/l6b59S+4Nr6fM5EtJYSY12QcG+YiIiIhIE3l56sCQsZl8VavmGKYZ5LMNqanArVvyfFnKdVasCFSuLM/zgqVtWbVKzuLT6QrP4tPLn5VJRNYhScALL4j3aKWtW60zHiq7pUtFaTkAcHUFJk8GQkPl5xm4tV9HjwKPPw7ExjphyxZ3LFli7RFRafzxh/qGJuVNFT17ytMM8tkeZanOtm2NX8/fHyhXTp5nXz6yBwzyEREREZEmrl8HsrLkeeODfCzXaWuUpTqdndXButJQBoeYAWY7cnPVWXzDhgGNGxe9PDP5iGzD77+LC9D5MchnX3JzgY8/lufHjhWfs+xla/9SUkTmlzJ776efrDceKh1JAj78UJ4fNAho0kSe79FDnj5yhBlftiQrCzh9Wp5v3tz4dXU69uUj+8MgHxERERFpQhmgq1AB8PIybj1lkI+ZfLZB+TpUqyb6kZQFL1japt9/ly+ElJTFB6iDtefOAZmZ2o2NiAqXlARMmiTPV6smZ8Hv3g1kZFhhUFQma9YAFy+KaQcHYOpUMa38zDx9Wn3jFNk+SQKeeQa4cEH9+L594rOTbF94OHDggDz/1lvq50NCgEqVxLQkAf/8Y7mxUfFOnRK9EgFxg6Kx/fj08vflI7J1DPIRERERkSaU/fiMzeID1OU6ExMLliEjy1Nm8pWlVKceg3y2Jy8PeP99eX74cHHRqjh164pycvr1T53SbnxEVLipU0X/PQBwdweWLUuEp2ceAJE1tHu3FQdHRpMk4H//k+cfe0zOIGnYUFycBsTF6jNnLD8+KrvvvgNWrpTnnZ0lw/TSpVYYEJWaMouvd2+gVSv18zqdOpuPJTtth7JUZ+PGgItL6dZnJh/ZGwb5iIiIiEgTyiBfjRrGrxcQkKf6IsZsPutTvgbVq5d9O8oMsLNn1eWryDpOnJAvHOt0wDvvlLyOk5O6nCdLdhJZ1o4dwPffy/MzZwJ16uSgXTv5TZUlO+3Dtm3A4cPy/LRp8rSLi/qmC94cYz+OHhV9FfW6dgVefz3FML90qSjTSrZr925g5055Pn8Wn54yyLdtm7ZjIuMpg3ylKdWpx0w+sjcM8hERERGRJsqayefgIEpC6rEvn/WZK8hXv758J21urrpXBlmHMguvSRPjyxkpA7a88ExkOZmZogSgXrNmwMsvi+lOnRjkszfKLL6+fYHQUPXzzIC3P/n78AUEACtWAI8+mg5HR5HNd+0aSzvaulmz5OlOnYDOnQtfThnku3hRXf2CrOfoUXm6LEE+ZvKRvWGQj4iIiIg0UdYgH6DO/GMmn/WZq1ynszOzEmyNsvxbafqVKC88M5OPyHI+/FDu8eXgACxeLJd07NxZDvIdPQrExVl+fGS8AweA7dvl+TfeKLiMMuinvGhNtil/Hz6dDvj5Z6ByZaBixTx06yY3sf3pJysNkkp06BDw99/yfFFZfIA4L65bV55nyU7ry8szPcinzOSLiWH/abJ9DPIRERERkSaUGXilDfIps8WYyWd95srkAxgcsjVlDfIpM/mOHxcXNolIWydOAB99JM9PngyEhcnzderkIChInufFZtumfC3bti08Uyh/Jh/fa21b/j58M2YAPXvK88OGpRumV68WWX9ke5RZfGFhoh9fcViy07ZcuiT3dNfp1OesxgoOBhwdxbQk8fso2T4G+YiIiIjI7LKzgehoeb40PfnyL89MPuvKzhZ3sOqZM8jHTD7rM0eQLzERuH7dfGMiooJyc4EJE4CcHDFfvTrw/vvqZXQ6oFcveZ4lO23X2bPA2rXy/BtviNcvP+VnZmKi+vOYbEthffjefVe9TM+emfDzE9MZGcCqVZYaHRnr1Cn1sfnWW4Ufm0rKIN/27QzGW5uyH1+dOkC5cqXfhrOzunoJ+/KRrWOQj4iIiIjMLjpalErRK21giJl8tuP6dfVrqeyXWBb5e7nxQoj15OTIJcWA0gX5/P2hyhhiViaRtr7+GoiIkOcXLgS8vAoulz/Ix/dY2zR3rvzaNGwIDBhQ+HL+/kDVqvI8b46xTUX14dNnAum5ugKPPy7PL1lisSGSkWbPlqcbNwYGDix5nW7d5EDgjRvsOW1tppbq1GNfPrInDPIRERERkdkp+/FVqQK4uZVufWby2Q7l3z8wsPSvZX75sxJiY03bHpXd5csiUxMQvb2UPWWMkT9gS0TaiI4Gpk+X5594Aujbt/BllaUBr10Dzp3TdmxUeteuAcuWyfPTpon34KIwA962FdaHb/ly0YevMGPHytO7djFDyJZcvAj8+qs8P3168cemnr+/OpjEkp3WpczkMyXIp+zLx+OUbB2DfERERERkdqb04wPUmXw3b4qSRmQd5uzHBwAVKojArx4vWFqPslRnzZqlD+CyvyKR9iQJeOEFub9Q+fLAZ58VvXxAgPrYZMlO2zNvnnyDRbVqImhbHOXrqcxQIdtQWB8+ZUZtfmFh6sz5pUu1GxuVzjffyNUr6tQR2ZnGUpbsZD9U61IG+UJDy74dZvKRPWGQj4iIiIjMTpnJV5YgX1CQusRRVJTpY6KyUf7tlb0pTKHMAGNwyHrK2o9Pj6+j/dq5E+jfX2Rvbthg7dFQcVatAv74Q57/9FMRyCuOMpuPQT7bkpgogkJ6r70mej8VR3mRmjfG2Jbjx0vuw5efTgeMGSPP//STuiw6Wc/27fL0xIkFy60WR/m+u2OH3D+VLCs2VtwgqsdMPnpQMMhHRERERGanDPIpS28ay8lJ3YOGJTutx9yZfABLj9kKU4N8ytfx7FkgM9P0MZF2JEkEfDp3Fhei//xTlCZ78UX2bbNVOTnAyy/L8z16qIMDRVFmEe3YIWeNkfV98w2Qliam/f2B8eNLXkf5Xnvhgrw+Wd9HH5Xch68wo0bJZSCvXhVlO8m6kpPV56TKzDxjdOwIuLiI6Tt3gP/+M9/YyHjKLL7KlUWrgbJSZvJdvsxzJbJtDPIRERERkdmZmskHqANKyvKfZFkM8t2/TA3y1asnX9DKzVVvj2yHJIlMsHbtgN69C15MvnYNOHzYOmOj4p0+DcTEiGlHR2DhQpEFVJJOndQXmw8c0G6MVDrKzNmXXgI8PUtep3ZtwMNDTEsScOKENmOj0pEkEUTX+/TTovvw5RcUpA7GL1lizpFRWezZIwdxypcv/XmRh4f4nNVjyU7rUJY0NiWLD1Bn8mVkADdumLY9Ii0xyEdEREREZmeOIJ8yA5CZfNajdbnOc+eYAWYNkiSy7/TKEuRzcgIaNZLnGbC1LXl5wOrVQIsWwIABQESE+nllD0aW7LRNyoyExo1FjyhjeHiIrBI9luy0DZmZ6gvQAwYYt56jo/pzk++1tiEyErh+XZ7v3bt0648dK0+vWsUMTWtT3gDTqZOcaVkaypKdDPJZh/Jz09Qgn4+PyLjWY18+smUM8hERERGRWeW/05GZfPZLkrTJ5KtfX50Bdvq0ebZLxouJERk+emUJ8gHqrEz25bMNubmiZFyTJsCjj6qDCgDQp4+4mPnee/Jj69dbdIhkJFMuViqzhBjksw1Hj8qlU93c1IG7kjAD3vbs3i1P16tXcq/M/AYNEkEEAEhNBdasMd/YqPTyB/nKQlnic+9eID3dtDFR6Sk/N5X9TMuKffnIXjDIR0RERERmpQwKOTqqe+uVBjP5rC8hQQRt9cwV5GMGmPUps/gqV5YvNJaW8iI1g3zWJ0kiiDdyZMHg+cCBIpvv779FltfAgfJzx47xfdYWmSvIFxEh+k2RdSmzaVu0AJydjV9XebE6f+CerEMZ5FNmzhrL3R147DF5niU7rScjQ91Dr6xBvlatgHLlxHRWlvr/CGkvOVmdbWdqJh+g7svHTD6yZSYH+aKjo832Y4r09HRs3rwZH330ER5//HE0aNAAnp6e8PT0xKxZs4zaxs2bN/HGG28gNDQU/v7+qFq1Knr16oUlS5ZAMqK75uXLlzFx4kSEhISgfPnyqF69OgYOHIh169YZtf8jR45g3LhxqFu3Lvz8/FCrVi2MGDECO5RFvouxc+dOjBgxArVq1YKfnx/q1q2LcePG4YjymwERERGRxpSlOqtVEwGdsmAmn/UpS3V6eQG+vubbNjPArMvUfnx6+bNLjPjaRBo6cUJdIkynA4YNE8Gi9euB1q3l5xo0ENkneizZaVvy8kwL8jVvLpcZy81V9w4j61AG+dq0Kd26+T8z8/LMMyYqO1ODfIC6ZOc///BmC2s5cEAE5QBR7riswSEnJ6BrV3meJTstS/l9wtu77NVklJjJR/aijJdcZCEhIeYYB3Q6HVJSUsq8/sGDB/HII4+Uef0jR45g0KBBSExMBAB4eXnhzp072Lt3L/bu3Ys1a9bg999/h6ura6Hr//333xg9ejTS7+Vie3t749atWwgPD0d4eDhGjx6Nb775BroiumQvWbIEkydPRk5ODgDAx8cHcXFx2LhxIzZu3Ijp06fjrbfeKnL8s2bNwuzZswGIv6W3tzeuX7+OlStXYvXq1Zg/fz7GKs8eiIiIiDRijn58gDqT7/p18eVbX+KRLCN/qc4iTmXLhKXHrEsZ5GvQoOzbUWbyJSSIUr2VK5d9e2Sa/fvl6Vq1gI0bgeK+sg8cCHzyiZjesAGYOFHb8ZHxLl9Wl9QtbdkxBwdROu6338T81q2iPCBZjylBviZNxGewJInebZcvG9+jkcwvMRE4dUqeL2uQr107oG5d4MIF8douWwbMmGGeMZLxlKU627cvXZZtfj16iM9eANi2zbRxUenkL9VZlr6K+TGTj+yFyf/dJUkyy0+eGW5D8vPzQ9euXTFlyhQsWbIEgYGBRq2XnJyMoUOHIjExEfXr18euXbtw8+ZNxMfHY968eXB2dkZ4eDimTZtW6PpXr17Fk08+ifT0dLRr1w5Hjx5FbGwsYmNj8eabbwIAli1bhs8++6zQ9SMiIjBp0iTk5ORgwIABOH/+PK5fv47IyEiMHz8eADB79mysXr260PVXr15tCPCNHz8ekZGRuH79Os6fP48BAwYgJycHkyZNQkT+TutERER2LjdXfCmLibH2SEhJmXVnSpCvWjU5qCRJgImFH6gMtOjHp5e/zCMzwCzLXJl8FSoAVarI8wzYWpcyyNenT/EBPkAd9NmxA7h9W4tRUVkoL1bWrSuXgCsN9uWzHfHx6iyQ0gb5vLzUQT2W7LSuvXvl6YCAsgdcdTpgzBh5/qefeD5kDebox6en7Mt35Ahw65Zp2yPjmbsfH8BMPrIfJgf5Tp8+XejP0qVL4evrCz8/P7z22mvYuHEjDh8+jMOHD+OPP/7A1KlTUb58efj5+WHZsmU4nb9hQCl16NAB165dw6ZNmzBr1iwMGzasyKy7/ObPn4+bN2/C3d0da9asQYsWLQAALi4uePbZZw0ZdD/88AMuXLhQYP0PPvgAaWlpCAwMxKpVq1C3bl0AIhtwxowZGDduHABg7ty5SEpKKrD+jBkzkJubi0aNGmHZsmUICgoCAPj7+2PBggXo2bOnajml3NxczLh3m0/Pnj2xYMEC+N+ryREUFISlS5eiUaNGquWIiIjuB7GxQLduQOfO4uKXsqwgWZe5MvlcXNQZQSxhZHnK4yo42LzbVmbyJSaKbE2yHHMF+QD25bMlyvs627Ytefl27USgFgByckS/PrINppTq1Lt3KQEAcP48z5Ws6cABeTogoGw3zjAD3nbkL9VpSqWD0aPl9S9eVAcQSXs5Oeq/ualBvkaNAH3OiSSJMqxkGeb43MxPmcl38yaQmmqe7RKZm8lBvuDg4AI/OTk5mDhxIqpUqYKDBw9i5syZ6NatG+rVq4d69eqha9euePfdd3Hw4EFUrlwZL730ksmZfI6OjmVed8WKFQCARx99FDWUdaHuef755+Hl5YXc3FysXLlS9VxaWhrWr18PAJgwYQJ8C2lU8tprrwEAUlJSsFGfs33PlStXsPfep8nkyZPhXEhOuH79qKgo7M7XtXXXrl2IunemPnXq1ALruri4YNKkSQCAvXv34oryqhsREZGd2rULaNFCvusyIwNYs8a6YyKZ8nSjkFOrUlGuzyCf5WmZyefvD9y7tw0AL1haUlKSuFChxyDf/SE5WR28NSZTyNERePhhef7eV1uyAea4WFmjhjrDiNl81pO/VGdZgkIM8tkOc/Tj0wsOFjcu6v30k2nbo9I5elQO3Dg7lz7LNj+dTp3Nx5KdlpGVBSjzh8wV5KtSRd0ugpfVyVaZoTptQR9//DFSUlLw9ddfF1syMyAgAF9//TWSk5Px0UcfaTGUEp0/fx7R92o/9e7du9BlvLy80L59ewBAeL6uqXv37kVGRkax61evXh0N7jW6yL/+9u3bDdO9lLU0FNq3b49y92pzFLV+uXLl0K5du0LXV45LuT8iIiJ7I0nAvHnii/CNG+rnDh2yzpioIHNl8gHqwJKyDChZhpZBPoDBIWtRBoK8vU3voccLz7bhv//kMm9+fiLL3RgDB8rTf/0lLpSRdUkScPiwPG/KxUqW7LQNpvTj01OWn2O5TuvJyBDvt3qmBvkAYOxYeXrlSrEPsgxlqc6wMMDDw/RtKoN8+S7jkkZOnQKys8W0i0vJ5cqN5eio/j7LvnxkqzQJ8m3fvh1eXl4ICwsrcdmwsDB4eXlZLfikLBMaUsw7gP65s2fPFrl+w2JugdWvf0b5jVqxfsWKFREQEFDouo6OjqhXr16x69evX7/IbMaAgABUuFeDJf/6RERE9uLOHeCxx4BXXxW9+PJjkM82pKSoe0+YGuRjJp91aVmuE2BwyFqUX2kaNjStzBigDtaePQvcvWva9qhslP342rQBHIz8tt+7N6DvdJGcDPz7r/nHRqUTGwvExcnz5gryhYcDJhZRojLIy1OX6yxrkE/5mRkdzV5f1nLwoBxM8PAwT++vRx4RfRcBcS69bp3p2yTjmLMfn56yVPKFC+wrbgnK7PfGjUVWprmwLx/ZAyctNpqQkAAnJ+M3nZeXh4SEBC2GUqLY2FjDdBVlx/h89M+lpKQgNTUVXvc+ffXr+/n5waOY2z0q37s99ka+tAP9+sXtW//8oUOHVOMt7foJCQkF1i9KUQHaS5cuoUaNGoiJiTFqOw+qWzzbJrJpPEbtz/nzTpgwoTwuXZLP1qtUycHrr6dgypTyAICzZyWcPx8LT092q7em06edAIhKDq6uEnJzr6M0pw35j08fHw8AfgCAc+fuIibGOueMD6L0dB0SEuRzTBeXWMTEmPfqcNWq7gDEMXzoUDZiYuKKX4HM4sABbwCiUkj16mmIiblt1HpFfX56eQEuLlWQlaVDTg6wc2ccGjXKNtNoyVg7d5YH4A4AaNgwBTExd4xet2NHf4SHuwEAVqxIRcOGyVoMkYwUHu4KQNyoW6lSLrKzb5T4WVrU8Vm/vg4ODpWRl6dDQgKwdWscGjfm8WlJly454fZtcW6k00kICopFTEzpz1d1OsDHpzKSk0UEf9u2eHTowNRbS/vzTy8APgCA5s0zEReXaNR6JX0H7dfPF7/95gkA+PbbTHTubNx2qewkCdi5sxIAkTQREpKImJhMk7fr6AjUqBGIq1fFtfFVq5Lw2GPpJm+XirZrlw8Aca2+bl3jz231ijs+AwPlbR8/noqYGJ4jkfnl5OSY1I5Ok0y+ihUrIiMjAzt27Chx2R07diA9Pd2QaWZpqYqOmcUF6ZTP3bkjf1nSr+/u7l7sfvTrK9dVzhe3b+X2U/N1+DR1/0RERLZu/Xp3PPxwRVWAr3PnTPz9dzweeSQDXl4i6CBJOpw8acZb9qhMoqPlG72CgnKMziQpStWqctpmTEzZT3qp9JR/bycnCYGB5k//CAmRLzRfuuSETNOvq5ARLl6U3yvr1MkxeXvOzkDduvJreeaMJveSUjFEeUe5aUyLFqW78N+7t1wbbssWN0PZT7KOkyfl17JxY9OCOD4+EkJD5ePz339dTdoeld6RI+r3XG/vsh1gOh1UN1CcOcPzXms4cEA+hlq1Ml+QddgwOQi0a5cr4uM1uWRLChcvOuHWLXG+q9NJCAszXymCjh3lbe3axfddrZ0+Lb8fmvtGlurV5XPlyEie45Jt0uR/Zu/evfHjjz/ihRdewPr161G3iGYAFy9exIsvvgidTldkPzuyjoMHDxb6eFhYGHQ6HYKCgiw8IvvEvxORbeMxatuysoCpU4EFC9SPv/028O67bnB0FFnyLVsCO3eK56KiKuKRRyw8UFJJSZGn69Z1LvNxpl+vZUv5sevXnRAYGIRSFIwgE5w8KU9XrapDcLD53zMDA0WZwLt3gbw8HW7fDlK95qQNZd/Mtm19EBTkU6r1CzuuW7YU/VAAIDq6PPgRa1mXLqlL9/XrVwHlyxu//ujRwLRpYjomxgmJiUGq0oBkWRcvytPt2rmX6rO0sGX795d7/B044INZs0p3zJNpzp+Xpzt0KPu5EQC0bg3s3Sumr171RVCQr2mDo1LJy1O3COjXzxtBQd6l2kZRr/8jj4geubGx4pwoJqayWUqBUtE2bZKnmzTRoVGj4quklcagQcDy5WJ63z4PVKniYXJ5dCpcXh6g6KaFbt3K/t5Y2PHZooU8HRPjxutIpAknJydIJtxlp8ltIdOnT4efnx+io6PRtm1bPP3001i2bBnCw8Oxfft2LFu2DBMmTEDbtm0RGRkJX19fvPnmm1oMpUT6spsAkJ5edOq08rly5coVWD+jhK64+vWV6yrni9u3cvvK8Zpj/0RERLYoJQXo2lUd4PP1Bf74A3j/fVECRU8ZEGBfPutTBg9M7ccHqPvA5eYC16+bvk0yjrIHYvXq2uzDyQlo1EieP35cm/2QLCNDfZw2aGCe7bK/onVFRMjT9eqhVAE+QFxYVvYJW7/ePOOislH2FjKlH5+esi/frl3ifYAsR3l8lrUfn57yvfboUdO2RaV36pToXQqIvqdt25pv2w4O6u81fH21p0U/Pr1u3eSexzduqPshk3ldugToC9/pdOpe0eag7Ml39ar4TkpkazQJ8lWuXBkbNmxAUFAQ7t69i5UrV+KFF17A4MGDMWjQILzwwgv49ddfkZmZiaCgIGzYsKHEnnJa0ffKA4DrxVw10j/n7e2tCrTp109KSio2UKfvhVepUqVC91/cvpXPK8drjvWJiIhs0Zw5wL598nzz5uIO9P79Cy7LIJ9tuXpVnjZHkM/DAwgIKHz7pC1LBPkABocs7fx5GEoxuriY5zgF1BdUGKy1vP375emyXnQeOFCe3rDBtPFQ2SUlqT/rzBHka9tW9M4EROb07t2mb5OMk5Gh/mwzNcinzOw6fRrIZntFi1IeO6GhgLnvo1e+vgzyae/ff+Vpcwf5/P2BJk3keeV3WzIv5Y0xdeqY/7hUBvmys4Fr18y7fSJz0KzAc/PmzXHw4EG8//77aNq0KRwdHSFJEiRJgoODA5o2bYr3338fBw8eRHNznLWWUUhIiGH6tDK3Nx/9cw3y3eqqXP/MmTMlrt+wYcNC14+Pj0d8fHyh6+bm5uL8vfoORa1/7tw55BZxK0FcXBwSEhIKXZ+IiMgWKdv6Dh8O7NlT9IVoZZDv7FmA7Wety9yZfIA6wKQMPJG2oqLkaWVGpbkpL4AUczpNZqL8G9erB7OVv1UGa+PixF3rZDnmyBQaNEiePnSIF7GsRXlh38/PPDdZODuLCgl6W7eavk0yzpEjQM69dk7u7urPvLJo2FB+387KYnaQpSmDfB07mn/7DPJZTlSU+lzX3EE+QP15rPycJvNSHitahBg8PABlzs7ly+bfB5GpNO3i6uXlhVdeeQV79uxBfHw8Ll26hEuXLiEhIQF79uzBK6+8YvXykfXq1UO1atUAAFuLONNNS0vD3ntFz3v06KF6rn379nB3dy92/aioKJy9d+aVf/3u3bsbpotaf9++fbhz74plUevfuXMH+5W3byoot6vcHxERkS3KywNOnJDnp0wRF0WKUreufLeeJPELsTVJkjrIV6OGebar3A4z+SzHUpl8ynvoGOTTnvJvbM77/ypWVF8AYTaf5WRmqu9iL2smX0iI+m71jRtNGxeVTf5Snebq4dSzpzzNIJ/lKC/st2xp+o0Vrq7q926e91qWJYN8Fy/y5kUtKUt11q4NaFFgjkE+yzB3ievC1K4tT1+6pM0+iEyhaZBPydnZGYGBgQgMDISzs7OldmuUJ554AgCwatUqRBZye/i3336L1NRUODo6Yvjw4arnPD09MejeLY+LFi1Csr44t8K8efMAiH54AwYMUD1Xs2ZNtG/fHgCwYMECZBdSa+HTTz8FAAQHB6NjvrOITp06IfjerdX65ZSys7Ox4F5Do/bt26OmuW6pJyIi0siVK0BamjzfuHHxyzs4qJths2Sn9SQmyv0QAGby2TtLBfmUFyujo9X/h8j8lFkf5i7yoczmY5DPco4elUv2ubmVPVNIp1Nn87Evn3UcPixPm/NipbIv39GjIuOWtGfOfnx6ykAQy1xbTv7Mrw4dzL+PmjXVpQb5WaodLfvx6SmP+ZMn1d9xyXwsEeRT3gTFTD6yRRYL8llCUlISEhISDD95eXkAgPT0dNXjqfmuHEyePBmBgYFIT0/H0KFDceTeu0NWVhYWLVqEDz74AAAwbtw41K1bt8B+3377bXh6euLGjRsYNmwYLl68CEBkAM6ZMweLFy8GALz++uvw8/MrsP6HH34IR0dHnDhxAmPGjDH0z7t16xamTJmCLVu2qJZTcnR0xIcffggA2Lx5M6ZMmYJbt24BEH34xowZg5MnT6qWIyIismXKL7O1a8s9ZIqjLNl58KD5x0TGUWbxeXmJXhTmoMzkY5DPMnJygJgYeV7Lcp3BwSIwoXevSj1pRKtMPkDdl48Xni1HWdAlLEyUZiwrZV++7duBlJSyb4vKRquLlQ0bqjNVwsPNt20qmhZBPvaytY49e+TpWrW0yfxycFC/vszU1I6W/fj0GjaUv8vm5qpv4iDziI0Fbt6U55U3QZgTM/nI1pncgSE6OlpsyMkJlStXVj1WWvqymWXVvn17RClvq7nn888/x+eff26YHzlyJL777jvDvI+PD1avXo1BgwbhzJkz6NixI8qVK4fMzExDZl2PHj3w0UcfFbrfGjVqYOnSpRg9ejT27NmDZs2awcfHB6mpqYY+eaNGjcLLL79c6Ppt2rTBggULMHnyZKxfvx7r16+Hr68vkpOTIUkSAGD69OkYOnRooesPHToUZ8+exezZs7Fo0SIsXrwYPj4+uH37NgDx2syfPx9tzHVGSUREpCFlkE95wbg4YWHyNDP5rEdZSrNmTfOVGFNmkbFcp2Vcvy4uRuhpGeRzcADq15cvVJ45o87OJfPJzVUHUbUM8jH7wHLMGUTo2FH0gUtKEtmBmzcDw4aZtk0yXnq6OtvWnEE+nU5k8/30k5jfuhV4/HHzbZ8KiotTn7doEeQ7elSUSzfXORcVTetSnXrNm8v7YpBPGwkJ6puetAryOToCrVoB//wj5iMitNvXg0p5Y0zlykBgoDb7YSYf2TqTg3whISEAgPr16+PgvVvn9Y+Vhk6nQ4oVbxNs3rw5/vvvP8ybNw9///03rl27Bk9PT4SEhGDkyJF48skn4eBQdOJj3759ERERgXnz5mH79u2IjY2Fr68vmjVrhvHjx2Pw4MHF7n/s2LFo1qwZFixYgN27dyMhIQEVK1ZEmzZt8Nxzz6Grskt2Id566y106NABCxcuREREBG7fvo0qVaqgY8eOmDRpEpprla9MRERkZmUJ8ikz+c6dE/0rrNz294GkRT++/NuKihJ9G4s5LSMzUGZMBgQU3xfTHBo2lIN8ygvcZF5XrgB374ppnQ6oV8+821deeD5zBsjKAlxczLsPKkiZyVfWfnx6Tk5A//7A8uVifsMGBvks6cQJ8RkHiPfd+vXNu/2ePeUgnzJgQdpQBuArVQJMvK/dQPlem5AgMlm0yCojNUsF+ZSZSMoABpmP8rWsVAmoU0e7fbVurQ7ykXkpA+FaXvpmJh/ZOpODfPpMM/2/+adLux1TnFHehlEGgYGB+Oijj4rM2CtJrVq18OWXX5Z5/82bN8ePP/5Y5vW7du1aYjCQiIjI1pUlyFenjgjq3bkj7mY+epR3SVqDMshnzjbAyky+rCzgxg1ezNKasjiGlll8eg0ayNMM8mlH+XWpRg3zB2/r1xelIrOzxc/Zs8a/j1PZ3LypzhQyNcgHiL58+iDfpk3itTSlBCgZT1nKrVkzkQViTu3by9MXLgC3bgHly5t3HyTLn2Vrrmy7ihXFedC9Ti84doznRVq7fVsE4fUsFeQ7eZLvwVrI349Py0xYZQYvg3zmZ4l+fIA6ky8pSfwU0pGLyGpMDvKdPn0aAOCs+MTRP0ZERERUGqmp6jvjjL047OAgyvvt3CnmDx5kkM8atArylSsnl48DRJYZL2ZpS5nJpwyyakUZ5DPxvj0qhpb9+ACRtRcSImdlHj/OIJ/WlBcMq1QBqlY1fZt9+ojXMitLvO/u2QPwXlLL0PpiZc2aQIUKIvsLAA4cAPr2Nf9+SNCiH59eaKgc5Dt6FHjoIfNun9T27RM3EgKi57TyvMXcQkJEVnVOjsi+P3cOaNxYu/09iCzRj09PeexHR4vM23vdrsgMLBXkCwwEPDxEWW1AlOxUVhMisjaTCx0FBwcjODjY0I9P+Vhpf4iIiOjBduqU/AXaw0N9x1xJ2JfP+vL35DMnZclO9uXTnjWDfBcuiAtbZH5aB/kAdVBPH+wj7ZizVKdeuXJA9+7y/Pr15tkulUzri5U6HbNKLCUvTwRR9cwd5FOW7OR7rfaU5R07dNA288vNTf0Zzb585pWaqn6v1TrIl/8GHOX7ApkmOVl9g7AyC9bcdDp1CW1+fpKtYTcTIiIishnKUp1NmpSu75ryTjoG+SwvL0/bIJ8y0KQMQJE2LF2us149+YJZVhYDuVqxdJBP+Z5O2tAqU2jgQHl6/Xr5BhzSTna2uhygVhkJDPJZxrlzQEqKmNbp1DejmQODfJZlqX58espgBYN85rVvH5CbK6Z9fMR3Tq3xfVcbyvNMb2/zf//Mr0sXeXr7dm33RVRaVgny5eTk4OjRozhx4oRZevERERHR/aEs/fj0lEG+c+dEfz6ynBs3REkhPWXmnTkwk8+yLJ3J5+6ufo3Zl8/8JEn9d9UqyKe8WHbypDb7ICE3V50RYK5MPgAYMECevnJFZNqTts6elT9HnZy0K8/XurU8feAAA7haUV7IDwkRF6DNSRkEOn9eLiFH5nf3rvq9lkE++6bsx9ehg/l7nxZG+b7LIJ/5KDMyQ0NLd4NwWSirHPzzj7jJlchWaPLf//z585gzZw6W67t1K/z777+oX78+OnXqhPbt2yMkJAT7lTVGiIiI6IGlDPIp71A2Rp06osQYIC5YKU/6SXvKfnzly5v/YhYz+SxHkiwf5APYl09rN26IskZ6WgX5lIGJ69eBW7e02Q+J4yQ1VUw7Opq3N0zVqurtbdhgvm1T4Q4flqdDQkTJPi0oLzYnJqpLnZH5aNmPDxDnve7uYjovjzdVaOnwYSAzU0y7uYk+4FrLH+RjMN58LNmPT0/5HvDff3ImIZnGUv349Lp0kYPCt24xi5psiyZBvhUrVmD27Nm4du2a6vGkpCSMHDkSN2/ehCRJkCQJ0dHRGDp0KG7cuKHFUIiIiMhOSJJpmXwODizZaU3KIJ8WpVKYyWc5t26pMwIs1TpbGXRiJp/5KQOngYGAn582+6lSRb1tZoBpR3mvbJMmgKenebc/aJA8zb582rPUxUo/P1EiWY9ZJdrQOsjn6KjOnGa2l3aUpTpbtwZcXbXfp/Jmx8REICZG+30+CO7eVR+blgrytWwpZ5nducPzXHPJn8mnNW9vdenl8HDt90lkLE2CfDt37gQADFJ+KwDw008/ISkpCcHBwdi4cSO2bduGRo0aISUlBd98840WQyEiIiI7ce0acPu2PF+W/ggM8lmPlv34gIKZfLyjWTvKLD5PT5GZaQnKTD5e/DA/S/TjA0TvKWU2H7NLtKMM8pmzVKeesi/fgQNAbKz590EyS2YksD+UttLT1TeuaXF8AuqL2swo0Y6l+/EBgL8/UK2aPM8grnkcOqTOyjR3r8yieHmpz434vmu6rCzg9Gl53hKZfADQo4c8zSAf2RJNgnzXr18HANSuXVv1+KZNm6DT6fDee++hW7duaNu2LebPnw9JkrBt2zYthkJERER2QnkxJDgY8PUt/TaUQb6DB00eEpWCMpPP3P34AHWQLyMDSEgw/z5IyF+qU6ezzH7zl+tkINe8lEE+5d9aC8oLWSdOaLuvB5nWmUJNm6rfezduNP8+SMjLU1/EZ5DPvh0+LJfj8/QEGjXSZj/KbC8G+bSRlwfs2SPPWyrIB7AvnxaU/fjatLFMVqZyf3rKHo9UNqdOAdnZYtrFRZS5tgRlX75du0SwkcgWaBLkS0xMhK+vL1xcXAyPZWdn49ChQ3ByckK/fv0Mj7dt2xZOTk64fPmyFkMhIiIiO2FKqU49ZZDv/HlRDoUsQ+tynX5+cs9FgCU7tRQVJU9bqlQnoM4uS0oC4uMtt+8HgaUy+QBm8llCSoq6FKoWmUI6nTqb788/zb8PEq5cEa+pntZlx5QXm48eFSXsyHyUgdOwMLmHk7nlD/Ll5WmznwfZuXOiXCYg3hPbtbPcvhnkMz9r9OPTU/ZD5c0VplNmvzduDDg7W2a/7dvLweG0NAZsyXZoEuTT6XRIS0tTPXbs2DFkZWWhSZMm8MzXLMDHxweZ+nxpIiIieiCZI8hXp46olQ+ILCDlyT9pS+sgn05XsGQnaSN/Jp+lVKggylPpsWSneVkyyKcst3zyJLMytXDwoPx39fFR91gzpz595Ol9+/haauXwYXlaeS6jlaZN5YuUWVkMIJib1lm2esrz5dRUcYMbmZeyVGeTJmWrNFJWyoxeHqOmy81VZ2VaOsinfC84cULd/5pKz5IlrpXc3YEOHeT57dstt2+i4mgS5AsKCkJ2djbOKr6Z//333wBE5p6SJElISUlBhQoVtBgKERER2QlzBPkcHIAWLeR59uWzjJwcIDpantciyAeoy4Ayk0871gryAQVLdpJ5JCer+6lpHeRTlqZLSgLudXMgM1L242vTRnz+aUH59T0uju+9WrH0xUoXF/X5ErNKzMtSQb5y5dQ3Vezcqd2+HlTW6Menp8zku3RJne1LpXfypDgfAkR2rSWzMgFRTtLLS0zn5vJ7qqmUgW+ts9/zU5bsZF8+shWafBXo2LEjJEnCm2++ibi4OBw7dgyLFy+GTqdDH+WtgADOnz+P7OxsVK5cWYuhEBERkR3IzBTlcPTKGuQD2JfPGq5dk3vPANoFhpjJZxnWKtcJqIN8zOQzH+Xfslw5IChI2/2VLw9UqSLPs2Sn+SmDCFqU6tTz9wfq1pXnlcFFMh9rZCSwL582btxQf45qGeQDgK5d5ekdO7Td14PImkG+GjXUWb3KGyKp9JT9+Jo3V7cBsARHR1G+V4/vu2W3a5f1MvkAoEcPeXrfPmZlkm3QJMg3adIkuLq6Ytu2bahduzY6duyIhIQENGnSBD2URwKArVu3AgDClO90RERE9EA5c0YOErm6qi8olpbylIJ3SFqGslRnpUqijIkWmMlnGdbM5FNmmDHIZz7KrMgGDUT5W62xL592JKlgJp+WlEFEBvnMT5LU5ToZ5LNvyr9lUJD2N1XkD/KxpK75XL8OXL4sz1s6yKfTsS+fOVmzH5+e8n2XvdxK7/JlYNgwoHNn0Q8PEMFTU24QLouwMDlInJ2tvhmAyFo0CfLVq1cPv/32G2rWrAlJkqDT6dC9e3f89ttvBZZdtmwZAKBz585aDIWIiIjsgPLO1EaNACensm9Lmcl3/jxL21iC1v349JjJp730dCA+Xp5nuc77gyX78ekpS8idOGGZfT4oIiNF6Uw9BvnsW2ys+vW0RpDv0iUgIcEy+73fWapUp57yUtqNG+rKGGQaZf+24GCgWjXLj4FBPvM4cUKd6WqtIF/r1vJ0aW+u+OgjEVxassSsQ7ILycnAtGniHHbVKvVzU6daPivTyQno0kWeZ18+sgUaVe4HevTogePHj+PKlSuIi4vDhg0bULVqVdUy2dnZ+OSTT/DXX3+hd+/eWg2FiIiIbJw5+vHp1a4tl7aRJHUpD9KGMqvOUkG+q1d5t7oWlL0VHR0BS1fUVwb5IiNZ/sZcrBHkYyafdpSBtjp1RElNLSmDfEeOiBLbZD7K85QqVYDAQMvst0YNoGJFeZ5ZJeZh6SBfhQrqc2eW7DQfa5bq1FMG+fidpnTS00VArH17cYwob2Kz1uupfE+IihKBeWP88w/wxhuiSs1TTwFffaXN+GxNTg6wcKGo8vPxx0BWlvxcq1biGJ0zxzpjY18+sjWaBfn0KlasCDc3t0Kfc3Z2RqdOndCpUyd4eHhoPRQiIiKyUeYM8jk4AC1ayPMs2ak9S2XyKct13rkD3L6t3b4eVMoMyapVTcuqLYsaNUTJXr3z5y27//uVtYN8p0+r+3aSaZRBPi378ek1aSKXYc7O5oVmc7NWXyGdjiU7zS03F/jvP3neEkE+gH35tGJrQb6TJ8V7MBXvxAlg4kRx08RTT4meaUr9+qlvcLCk/CV8jXnflSTgrbfUj730ErB4sXnHZmu2bBH//59/Xh2grVoVWLZMnAt16GC14an68h0+DCQlWW8sRIAFgnxERERExZEk4Ngxed4cNfXZl8+ylEE+ZSDO3CpWVPf7Y18+87NmPz5AZA/WqyfPsy+f6TIz1T2FlNmSWgoJkXv/ZWSo3yfINJbOFHJ2Vn+usmSneVkryAcwyGduZ8+Km5AAcdOZsoS8ltiXz3R5ecCpU8CPPwLPPSeORWWvTGsF+UJC5BuusrJ4XlSU/Fl7X34pSjwqhYUB330HrFljlSEalPZ9d9OmgoFKAHjmGWDpUvONy1ZcugT07w/06SOOST0PD+C990RJ4lGjxHusNTVuLAeL8/KAnTutOx5btmAB8Mkn1h7F/U/TQyImJgbTpk1DWFgYAgIC4K2vnXVPUlIS5s6di7lz5yIvL0/LoRAREZGNunlTfXeeOYJ8yosqDPJpz1KZfDod+/JpLSpKng4Ots4Y2JfPvC5cEBcfABGsqV3bMvv18FDvi335zOPuXfWFZ0tk8uXfD4N85mUrQb4DBxgcMpXygn3jxoCXl2X227mzfFPFzZvsy2eMGzeA9euB6dNFRo6vr3jNxo0Dvv1W3f+ufHnRM9waXF1FoE+PffnULl4EpkwpOmvPywt49lnxffC//4AJE9QVI6yhNEG+vDx1Fl+HDuJ3BcT79VNPAStXmn+M1rJ9uwjG/vmn+vExY0R1j3feEeeXtsDBAejWTZ5nX76CJAl4911g8mTRO/H77609ovubZkG+7du3o3Xr1vj6669x9uxZpKenQ8p3xujn54c//vgD77//Pnbt2qXVUIiIiMiGKUt1VqpknvIpyiDfuXNASorp26TCZWYC16/L81oG+QAG+bRm7Uw+QF1Oknesm04ZKK1b17IlWNmXz/yOHZN70ri5mefGGGMwyKeNpCT1jTLKcuOW0KqVeiwXLlh2//cbS2fZ6vn7q98L/vnHcvu2N3l5wIsvip7DgweLfl7bt8sZmPn5+ACff27drCFlyU4G+cRruHmzyPaqWxeYP7/orL3YWNHTzdLvrcVp3Vqe/u8/+Uaswvz2m/q78hdfiP5v+t6teXnAyJHA2rXajNWSFi8W2XvKdgydOgEHD4osTWWZU1uhLNnJvnxqeXnApEnA++/Lj82ezb7OWtLkY+ratWsYNWoUkpOT0a9fP/z888/w8/MrdNknn3wSkiRh48aNWgyFiIiIbJw5+/Hp1a4NKAsIsH+QdpSZXw4OQLVq2u5PWQ6U5TrNTxlUs1aQT5nJxyCf6ZR/Q0v149NjkM/8lAG2Fi0AFxfL7FcZ5IuKUt/cQWWnvGDv52f5911fX/V7Lkt2msZaQT6AffmM9cEHwNdfF/6cg4P4LjJhArBokfiOkpgIjB5t2THmxyCfcOeOKMPZsCHQt2/BbK/CsvYslU1bGmFhctD4zp2iz3Wzs4G335bnH3tMZHs3aABs2yaC+4DoBTp8OPDHH9qOWyt5ecDrr4vXKydHPObmJvru7dxpubLHZdG9uzx9+rTIECbxf3f0aHG86oWEiNfTzc1647rfaRLkW7BgAVJSUjB06FCsXLkSgwYNgrOzc6HL9uzZEwCwr7ACw0RERHTf0yLIl78PCkt2akeZgVCtmigHqCVm8mknLk7cLaunzPCwJOUF53PnxMULKjtlJp+lg3xNmsjTLNdpHsoggqVKdQKiPJjyJg5m85mH8iak0FC55KIlsS+fedy5o76ZwdpBPpZeLWjDBmDmTHm+UiVg6FDgo4/E3yw5WWRLf/cd8PTT4jPM0dFao5XlD/I9aK/t+fMiIygoCJg4UcwrNWwoArfXr9te1l5hvLzU5V+Let/96SdRjhQQ/w+VGVGNGwNbt4obNQARVBk6FNiyRZMhayYtTYx77lz5sUqVgH//FX33rPGZWBq1a6vbG7Bkp+iPOWQIsGKF/Fjr1uI1rVrVeuN6EGgS5AsPD4dOp8PbylsOilC9enW4uroikldpiIiIHkhaBPkABvksRRnkU2bZaYWZfNr56y/5wlFQENCsmXXGUa+ePH33LoO5prJmkE+ZyXf+vHg9yTTK4Jqlgwgs2Wl+1uzHp8cgn+kSEoCHHpJvSvHysvz7rbIvX1wcM+HzO3tWBA306tYVn4+rVoksoi5dbDPrC1Cfj926BVy7Zr2xWFJysggA1a8vylQqS6rqdMDAgSLQdeoU8PzzQLly1htraZX0vpuZCbz3njw/dqz4Oyg1by6CevrfOysLGDTIfjJ5Y2LE+9a6dfJjTZuKv4e1bjQsLZ1Onc33oAf5bt8WJVc3bZIf69FDnXlK2tEkyBcVFQV3d3fUqVPHqOW9vLyQmpqqxVCIiIjIhmVni9IWeloF+ZTZSWReyiCf1v34AGbyaUlZ5ufhh61396ynp/p15oXKssvNFdmQepa+6Fy3rpzdm38sVHrx8cDly/K8JTP58u+PQT7zsLUg37Fj7JdTWufPi2Njzx75sXHjLJ8BVr68OhjEvnyy5GQR/NAHicqVA9avl7OgbF358urzogelZOeLLwJr1qgf8/EBXn1VZLitXw/07Gn72V6FKSnI9803cjDXxQV4553Ct9OqFfD33+LcGRDv3w8/rH4/skWHD4vsrsOH5cf69wd271ZnxtkD9uUTbt4EunUTr6HeI4+IgJ89BeDtmSZBPgcHB+QV1zlUITs7G8nJySjHV5yIiOiBc+6cCPQBgJOTukyfqZRBvvPngZQU822bZMpsOksH+W7dUt/VS2WXlQVs3izPP/yw9cYCqN8LlJloVDqRkeoL9vnvAteas7M6sMi+fKZRXgisVEn7Hqj5tWsnTx88KH9+U9mkp6vf36xVYq5JE7lHTnY2+xiXxr//iuPi0iX5sfHjgU8+sc542JevoLw8kcGnLPG4bJnlb3ox1YPWl2/3buDnn+X5kBBRijMmRhxftWpZb2zm0Lq1PH3ihPg80LtzB5g9W55//vniA1/t24tAiru7mE9LE9llbdoAzz0HfPstcOAAkJFh3t+hrNavBzp1Uvf2nTJFPG6PoQFlJt/Vq+qbsR4UV68CHTuq35vGjQNWrgRcXa01qgePJkG+qlWr4u7du7hmRA75zp07kZOTg1r2/g5NREREpaYs1dmggXlPAmvXFnd76vGilTYsnclXubK67x9LdprHrl1ywNTNTf2F1RqUQT5m8pWdMoBQvTrg4WH5MShLdrIvn2mUd+a3bWv57IXmzeX334wMvp6mOnFCBCAAcXHW0kF4PWdn9Y1RLNlpnOXLRRbRrVvyY3PmAIsWad+fuCjsy1fQzJnqSgXvvCOy+uzNgxTky80Vvff0WrQQ3xmffVbOWLN3jRrJv0turjqj7fPPRQlgQCzz5pslb69LFxEk03+XzsoSgb1vvxWBvjZtRACtcWNg9Gjg009FaUlL3iwpSWK/Q4bIQU1HR5G1+NlnttH/siyqVFF/bzG2ZOdPP4kSwVWrip6Tu3bJ5wT25PRpEeDT948EgNdeAxYvFjdxk+Vo8ufu2rUrzp8/j++//x7vvvtukctlZGTgnXfegU6nQ69evbQYChEREdkwrfrxAYCDg/hSqC9XdPCg+AJE5mXpnnwODuLuXX3Zv+PHRRYCmUZ5AaxHD+sEg5SUd9gzyFd21uzHp6cM8jGTr+xiYoCvvpLnlVl1luLmJgJ9Bw6I+f37rZd9Zs8kSfSQWrhQfqxpU+te4GzTRg4i619fKpwkAe+/L4JHeq6uwNKlwGOPWW1YAER2jE4nxhgfLz4DQkKsOyZrWrsW+OADeX7AAKCYS5Q2zdpBvqwsEYRITRXniO7u8k/+eVOD3IsWqX/HL76w3wBQURwdgbAwYOdOMR8RIQIliYnqTOApU4DAQOO22auX+D8/Zow4/vPLzRWfPadOiZsUAFEKtGdPEXgbOBAICDDp1yrWwoUi+KPn4wP8/rsYt73r0UP+vhIeDjz9dPHLr18vMt3y8kTm5RdfiJ/KlUWJy2HDxP+Hkv7fZ2WJ78QnTohz7Lg4ca5W3I+Hh7hRrEoV03/v//4D+vYteLPLtGn2WUbX3mkS5HvppZfwww8/YP78+ahduzZGKbvb3rN//35MnToVx48fh6enJyZMmKDFUIiIiMiGaRnkA8Sd6fog36FD5t/+gy41Vb7TFLBMJh8gLm7rg3y7dgEjR1pmv/crSQI2bpTnrV2qE2Amn7kog2oM8tm3l16S77j39RUX8ayhbVt1kO+FF6wzDnuTlibu7t+0CfjzTyA6Wv28tfrx6ZXUH4qEu3eBCRNEuUe9ChXEBdv27a03Lj19Xz59gOSffx7cIN/p08CTT8rz9euLwIaDJvXMtKcM8l2+LPoMKiuWaCUuTmSDff01cOOGcev4+IhAVUmBjsLcugW89ZY8P3q0bRxbWmjTRh3kA4CPP5ZbTPj5qYNixnjoISAqSgR9jhyRf44fL7xcZ1aW+Ez680+RKdmhgwj4DRli3ps3T54EXnlFnq9ZU9xgeL+8P3XvLt+ItX27+G5VVJBr3z5gxIjCs/ZiY8V2vvpKlGVXBvyuXROvq/7n5EnxHSknp/Tj9fEB9u417e9/5QrQuzdw+7aY1+lEVuazz5Z9m2QaTYJ8NWvWxLx58zBx4kQ8//zzePfdd3H73qv+yCOP4NSpU7h+/TokSYJOp8MXX3yBQGNvTSAiIqL7hiWCfHoM8pmf8kKgh4d57gg0RseOwJIlYlrZ3JvK5vx5dT+h/v2tNxY9ZZAvIUH8VKhgvfHYo6go0QtDr1kz64xDmWl79aoIVNljzxVrWrMGWLdOnv/kE+Pv7De3tm2BBQvE9P791hmDvbhwQb54umOHuJhaGAcHYPhwiw6tAGWQ7/JlkQVSsaL1xmOLbt0SF1z1F+UBETjatEmUiLcV3brJQb4dO4AXX7TmaKzj9m1g8GBxMxogPnPWrQO8va04KBNVry4uzCcni/njx0XmplaOHgXmzwd++UUEt0sjOVlc6K9WDejTp3Trvv22nBXk5QV89FHp1rcn+W+uuH5dZHPpTZsmbuopLTc3oFUr8aOXmytukNQH/Y4eFd+N9QEaQASddu0SP6+8IgLLQ4aI9z3lDVullZEBPP643CM6MFBkjleuXPZt2pquXeUs6rg4kS1Z2N/s/HmRUaz/W/j4iBLCmzeLDMDcXHnZGzdEcP3rr0VGn/I5UyUni8zzAwfKVr0lK0sEKvX/f5ydxc0v1j6XedBpVh31qaeeQoUKFfDKK68gNjbW8PiWLVsM05UqVcLnn3+Oh23hdmEiIiKyqMREUX5MT4sgX1iYPH3+vLgz0p6/4Nuav/+Wp7t1s9zd0cqLGqdOif9L/v6W2ff9SFmqs1kzcVHG2gICxB3MSUli/uxZEdwl4735pnwRoXJlYOhQ64wjOFhcqNNfbD11SgSKyDi3b6sv0nftKko8WYvytbtw4cF7/924EfjySxGszsoSP9nZBafv3pV7DhWlZUugXz9xoc2UC6jmEBwsLrzevCnmDxywjRs+bMWlS+K1On9efqxLFxGAL1/eeuMqTNeuor8VIPfle5DKpuXmAk88Id6f9JYvV988ZI90OhF00QeZjx41f5AvNxfYsEEE95TBbD1XV6BuXRG0ycgQ73EZGYUHAfPyxAX/iAjj+40eO6YuY/zOO/dXICi/1q3l6ago0YdQn21XqZLI4DcXR0eRtRUSIldAyckRAb21a8XPtWvqdY4eFT/vviuCtl9/Xbbveq+/rq7ksGTJ/fe6li8vMvL1vRW3by/4uX7jhihtmZgo5l1cRBZ4ly4iqJqYKG5G+P13EfBTZugVF+BzchLvb02aiJsBsrPF+X9hP+npIpMQEOfjEycC339f+t93+nR1ae8lSxjgswWaBPl237ululOnTjh9+jS2bNmCvXv3IjY2Frm5uQgMDES7du3Qr18/uOq7ghIREZlAksQdYenp4gIUAzm278QJebp8eW2ywGrXVt/1eviwuPhB5vHXX/J0376W22/duiIIFBcn5vfuFXdFUtkog3y2cu+dTie+sOq/iDLIVzoREcCKFfL8rFki0GYNDg5Ao0Zy5u/Jkwzylca0aXKJNFdX4LvvrHvBvkYN9ftvRIQIfjwI1qwRZbMKK7FlDB8fkdXSr5/4t1Il847PFDqdyCrZsEHMR0QwyKd39aoIpijuXcfo0cDixeIira1R9uVLSBBlKxs1svaoLOedd9Tnp++9J3qN3Q/yB/nM5fZt4IcfRBbZ1asFn69USdxs8swzhfdsy8sTAYSMDNEHsm9fUaI4OVmcn0dEiBu3iiNJIuCgf3+tVw+YPNnU38y2Va0qvv9evy7m16yRn5sxA/D01Hb/Tk7iJs1u3URg99AhOeCn7OkMiJKtTk7i/0hpzkH++EPcGKP38suW/c5oST16yEG+8HBg0iT5uTt3xGeqspf90qUiwKfn7w+MHy9+bt0SAcDffwe2bpUDftWri2Ce8qdevdJ9Fk2dKvd9/OEHMQZlaeOS/PEH8Omn8vyECeLGCrI+TYJ8ffv2hYODAyIjI+Hs7Iz+/fujP88QiYhIQ19/Ld/t5uAAtGghgjlduogvu5boWUClk79UpxYXLXU68X9B2ZePQT7ziI4WdwDqWfILm04nAj76L8O7djHIV1a3b4u/n56tBPkAdZAv/8UGKpokqfuehIaW7su7Fho3loN8yhs8qHj//iuCenrvvitucrAmnU4EafXBoP37H4wg35YtRffQKU7TpuLv06+f+Ls5O2szPnPIH+QjcaH1oYfUAb733hMlBW01O87PT7zvHzki5nfseHCCfGvWALNny/ODB4tgyf1C2ZfPHEG+48fFd+jly0VQLr9WrUSgbdiw4oMIDg6i5J+Hhzg/X7ZMlHgEREbl8OGibLFTMVegV65Un4/On2+bQXRza9NGBNWUatQQgRNL0ulEBZywMHFj2LlzYlzLlokbBQDRJ65cOWDOHOO2GRsLPPWUPN+smfHr2qMePYC5c8X0jh0iMOfkJDLrhg2TA4CACJIVl/lWvrz42z31lPiuFhUl/l+Y40b22bNFuwt9yfXnnxfHujG9u6Oj1T2hGzcGPv/c9DGReWhSVMnHxwe+vr7wK+lWDSIiIjNR3iGWlwccPCjuUBowQJwktWwJvPqquHhx+7aNfit/wGjdj09PWbKTffnMR1mqs04d8WNJyqwu9uUru82b5RIwFSuq+3dYm7K01tmz1huHvVm1SmS36n36qSjTZE3KvnzKkk1UtMxM9UW+pk2B116z3niUlJmYD0Jfvt27RbAgO1vM+/qK8la//y5Ka/35J7BtmwjK7tsnzjVOnBAXOI8dExc1O3Wy7QAfoO4PdeBA2TMW7xcZGSIDTPn5s3ChyBSz1QCfXrdu8rT+RjdblJAggjnTphUsFVhaZ86oLz43aAD89JPlSslbgjLId/Kk/J5UGnfvikz/jh1F0OXbb9UBPkdHEXzYu1cE+0eOLH2wbcgQ4P335fmtW4v//EpNVT8/YMD9m+2Vn/J9V2/mTOsHOOvXB954Q3zGK8f4v/8ZF6jLyxPHY0KCmHd3F/0d7+difh07yp/zKSkiqCdJIgN282Z5uSlT1DfjlcTXV5wDmqtSlbOzCKrrQzbp6SIIWVKJ8Zwc0VtR3zPTw0Nspyw9/UgbmmTy1apVCydPnsTdu3dZjpOIiDR39WrxF4Dz8sRJ1uHDwLx5gE5XGX37ZmL9etu/4HI/s1SQr2VLefrgQe3286BRBvms8UVc2Yfk4EFxMc7d3fLjsHfKUp39+lk/GKSkvKOUQT7jZGaKi6V6AwcC3btbbzx6yr4kDPIZZ9Ysuf+XTgcsWmQ75yzKIF9EhDjPup8upCsdPixKbOn7JHl6is+/wi7M2rtWreQyj7dviwwcY3tp3W9yc4FRo0QrAL2ZM0VfKnvQtav4zgOI8o62dIxKkgiIf/stsHq16GEJiIvF+/aVrVfXnTsic0zf+9XbWwTg77f2DSEh4nNA3/vzzBnjv0NFRorM8MWL5XLLSuXLi2DECy+YpzfzjBniZofffxfz8+eLG37Gjy+47Jw5cp92Fxe5p+SDIP9nScOG4r3HVpQrJ25k6dZN/u4+fbooAT9xYtHrffaZCO7qff65cZli9szTU5wf6TNSt28X37OWLJGXGTZMXerSWoKDxU0Q+lLGxvTne/dd9WfiV1+J9ySyHZp8zD/66KPIzs7G6tWrtdg8ERGRirLvQv364q7p+fPFXYT+/gWXlyQd/vrLHcuXW26MpJabq77Qa6kg34ULcn8+KrvsbJG1oPfQQ5YfQ2io3KsiO1vd/JuMk5srvrjr2VrJU2Um35Ur8kV2KtoXX8j9PpycgI8/tu549JRBvri4wi8wkuzkSXG3vN6kSUDr1tYbT35hYXLAICXFtoPwaWmir81//5V+3dOngd69xe8IiAyEjRvvzwAfIAIiyouwD2rJTkkSmRbK/lhPPy0y+OyFvi8fIPflM8b16+K8ID7e/GO6dUtc+A8JEUHIX36RA3yACEI99JB8vBlLkkRJO+X70NKl92eA2sVFfVG9pJKdeXkig2jQIKBWLVGmL//nb6tWwI8/ikzKOXPME+ADxP+/JUuA5s3lx55/vmD1jYsX5f5ggMjoq13bPGOwBy1bqm+w++AD27rhDhAB4C1bRO83vUmT1MErpcOHgTfflOeHDLF8+VFrUd5YN2+eeD31OncW7022csPFgAHqDNoffhDjK8yWLeoMztGj1ZnTZBs0+a/14osvok2bNnj11Vfxt/I2bxu2bNkyeHp6lvizffv2Irdx8+ZNvPHGGwgNDYW/vz+qVq2KXr16YcmSJZAkqcQxXL58GRMnTkRISAjKly+P6tWrY+DAgVi3bp1Rv8ORI0cwbtw41K1bF35+fqhVqxZGjBiBHTt2GPlXICKyT8ogX79+ImA0aZL4ch4XJ+46++ILYOhQddDv228tP1YSLl2SL9jrdNr2CqldW5S50HsQSotpbd8+9UVPZdNwS3FyAtq1k+eVfTzIOPv3yyVXnJ2BXr2sO578ataUyxVJkgjSU9Hi44EPP5TnX3jBdi5yBgaKcrB6zOYrWm6uCCjk5Ij54GD162oLypVTB25t7XNVksSF5PHjgUqVRKnN1q1FwM7YwNXly+I9MTFRzDs5iVK4yjKI9yNlAPNBDfLNnatuA9CvH/DNN7ZfolPJ11cdXDHmktCePeLmmv79xXt2hw7iZoOTJ8UxVRaSJLb75JNAlSqiRF3+mwLKl5enjx0TGXnK4F9J5s4VGYF606eLoNb9qqi+fLm5Ipi7bJkIUnfuLHrS9+0r2lUoy++6uYnA6IED4mfsWG2qYXh4iJssAgPFfHa2eH0jI+VlXnlFfr2DgtTBoQdBuXIi69HFRQRO9L0MbU1goLjBMzhYfmz8eDlTUy81VZR01JeSDQoSlQjs6f3TFD16yNPKmyVCQkR2sZubxYdUrNmz1dUZnn++YB/02FiRXar/HKhfX/TyfFBeU3uiSbnOuXPnokOHDjh16hSGDRuGhg0bol27dqhYsSIci7kl4U0beDd3cHBAhQoViny+qPKjR44cwaBBg5B471uAl5cX7ty5g71792Lv3r1Ys2YNfv/99yLX//vvvzF69Gik3yuC6+3tjVu3biE8PBzh4eEYPXo0vvnmG+iKOIqWLFmCyZMnI+fet0EfHx/ExcVh48aN2LhxI6ZPn4633nrL6L8DEZG9yMwEwsPl+fwZRQ4OojRIkybASy+JL0P6L70REaIpvfJLMFmGslRn3bra1nLX6cQdzRs3ivnwcKBPH+329yBQ3sPVubOcUWdpHTvKGYXsy1d6ylKdXbrYXlkrJyfx/nDqlJg/e1bbrF9T5OSI8VrTzJly8N3Pz/ayTho3lntDnTxpG2VEbdHXX6uDKwsXirJYtqZtW/mzfP9+YNw4644HAKKjxV3oS5aI7JD8tm4VPw8/LPpFFXX+FxMD9OwpspoAcR6xbJlY737Xpo3I6gGMC/JlZooeX97e98cFvxUr1CWPw8JEGUlrv7+XRbduIqMGEO+9L71U9LJ79ohgkL7cpSSJnmx794qgS40aIuvj4YfF+UL+y1q5uSIT7MoVESC/fFlMHz5cdKZv796i/OmAASIwp8/mCg8XQafly0vOeAkPVweFevdW94K7HzVvLsrsAeJ8PCdH9AE9erTknlp16oiL+GPHqoOrWqpWDVi7VmRvZmWJwMfAgeL/3K5d8vczQPwfsMXPO63NnCnO2Wwlw6so1aqJY65TJ+DGDRE4HjlSfA/s108sM2WKutT4smWFV1a6X7VpI65rKI/FKlXETen6Hni2RN+fLzQUSEqS+/MdOCB+j9xc8RrrA5aursBvvz2Yx6ldSEtLk8z9o9PpJAcHB0mn0xl+HBwcSvzRYizG/ixcuFACIAUHB5d63evXr0uBgYESAKl+/frSrl27pLS0NCkpKUmaN2+e5OzsLAGQJkyYUOj6p06dkjw9PSUAUrt27aSjR49KaWlp0s2bN6U333xTAiABkD744INC19++fbvk6OgoAZAGDBggnT9/XkpLS5OioqKk8ePHG9ZfunSpyX+nhg0bSiEhIRIV79q1a9K1a9esPQyiB8KWLZIkvopKkoeHJGVmlrxO8+Z3Des8+6z2Y6SC3n5bft0efVT7/c2fL++veXPt93e/Cw2V/57z5pl326X5DA0Pl8dRrpwk5eSYdyz3u8aN5b/f559bezSFGzpUHuPMmdYeTeG++06SnJwkKSxMkpKSrDOGU6ckydFR/lt99pk2+zHlHHfiRHl8EyaYeWBmdO2aJM2YIUkrVlh+31FRkuTlJf+dHn/c8mMw1g8/yONs0sR640hPl6Sff5akXr0kSaeTx6T8cXUt/PFHHxXHjlJ8vCQ1bKhebtEi6/xupWWO76BHjsi/t5OT+Pvml5cnSXv2SNL48fL/17AwSVq61LjzcFu1bZskOTvLv3+tWpJ086a1R1V2GzfKv4u/vyTl5ha+3O7d6vedkn68vMRn87PPiuOuTh313624n4AASZo2TZIuXlSPITdXkkaOVC/76qvF/36RkZJUoYK8fPXqkpSQYJY/nWbMcYzu2GH8awWIc4NBgyRp8+ai/w9YwpIl6nENHixJ9erJ8507i/cWsn0nTkhS+fLya+fmJkn//CNJv/2mfo3ffNPaIy0dc13H7dNH/f306FEzDE5jGzaoX7tx48Tj772nfnzhQuuO834XEhIiNWzYsMwxG03uR+rYsWORGWf3o/nz5+PmzZtwd3fHmjVrUKNGDQCAi4sLnn32WaSkpGDmzJn44Ycf8OKLL6Ju3bqq9T/44AOkpaUhMDAQq1atgu+9mmJeXl7/b+/O46Ko/z+AvwARAQ9AEBUV77s8s0Irb800LU0tRVOzNFO0zBN/WXlfpWne1rcyz24tNTVNpcyzvM+UPEDwQMCDa39/vB1mBhZYBHZn4PV8PPbBzu7Ozuzx2V0+73m/3wgNDUVkZCRWrFiBmTNnol+/fvBOE/4PDQ1FcnIy6tSpgy+//BKuDzqylyxZEvPmzcPFixexdetWhIaGokuXLplmUxIRmY22VGfLlumPLLUmODgehw5JDbiVK6XMS7FiebSDZJU2k88emTna0hmHD0t/kkwS9ykTV6/qywO1b++wXcHjj8vR9UlJQGysvK/MkJm7YwcwYYJkQU6a5JjshwsX9CUTjZqhou3LZ8S+X0eOAEOGyHtw/35g9mx9/w17GTlSjrYF5Ej9N9+0/z5kRVve8cgRx+1HZnbulCOYlSOWixWz39iwWOR1UzJpfHyAjz+2z7YfhrZc8tGj8hlsz99SKSnA++9LD2ZrvXadnCQbr18/Kde5a5d87mr7t65fL2X+evUC3ntPSsq2a6cvVTV7tpRPLSjq1lWzEJKSpOJFUJBcFxEhWRkrVqT/PN6/X0oyjhwp2VmDBkn2Qm6zWGScXr4sr2tuVRJQykQqJeZ8fSVLqlSp3Ll/R2jWTDKDUlKk7OyxY1LZRCssTJ/B5+YmWVf+/pJhtWGDvLZacXH68pi2aNlS3hdduqhluLWcneV9FRmpVmiYPVtK/Y0Ykf729+4B3brJ73lASuB9+23ByBiqV099XdNydpaygA0bSq+3Ro3k9kbIuunbV777Z8+WZW1XImdnYN68/JENXBDUrSu9Hlu2lO/+e/ckI1c71dykiXxHF0SjR0vGY4kSkiVXr56j9yhrSn8+JaN6xQr5LfDpp+ptuncHXn/dMftHtsmTIJ9Z+vDllq+//hoA0K1bt9QAn9bgwYMxa9YsxMXFYc2aNQgNDU29Lj4+Hj/88AMAYODAgakBPq2RI0dixYoVuH37Nn766Sf06dMn9bp///0XYWFhAICQkJDUAF/a9bdu3Yrw8HDs3r0bzziicQ4RUR7RBvnSlurMSKdOdzFxYgncvu2MuDgpzfPGG3mzf2SdvYN8tWtLX56ICJkg+u03mcil7NuyRT0fGKgPwtibp6dMZCiTtrt2GT/Id+6c/CMVFyclRuvXd8x7ceNG9XzNmtK70ohq1VLPGy3Il5QkAQRlUhiQSaq337ZvSZ7Nm/XfhTNnWp9EdTTt5LLS48koE3oWiwSLtMFSQCaonnvOPvu5dq2+hO6cOcYOMFSvLn2/bt2S52/fPvuVYLVYgHfesR4ErVpVStEFB+t7B7VtKz32NmyQYN/ff6v39dVXwKpVcvt//1XXee89Gc8FSaFCEhhQ+tzu2SOBlBUr5LnTjg9rrl2TAx2mTpXvtmHD5ICcnI6h5GQJyk6bph5oVLWqlC1UgpAPKzxcSs0p5Y7d3eWxpjk223SUvnwHDsjyjh36z+GwMAlqawN833+vHrzVsKGMgStX5DfDhg1S7lbpqW1N6dJA5cpyqlRJTk89Ja9VVgoXluDhM8+or/HbbwNlygA9e+pvO2yYfOYoFi6U/S0IvLzkdZk7V8onagN6jz6aty0Qcmr6dOkbqP3NAshBAWYIhJCqcWP5XGjXTj4TlM8RQILKX38tpSALohYt5LdRSoq5DiSfMkX+N1X6LGt701auDCxZYpzf7WSdwSv+Gt/p06fx33//AQDatm1r9TZFixZF0INfntu0jaMAhIWF4e6DX0kZrR8YGIiaD2bQ0q6/ffv21PNt2rSxun5QUBCKPfhkSbs+EZGZXbign/S1Ncjn7m5Bt25qofSFCx++oTxl3+3b+kk0ewT5nJz02Xz8Onx42n/M27d3/I/9p55Szxu9L19iIvDKK/p/hKdOdcznjzaYYNQsPkAfRD51yvqR644ye7Y6eaq4fVsm3uwlKUmCHYpnngE6d7bf9rOjTh31fFycTKwbwZ07QO/eki2SNoCxf79Maue1Cxdk0lrRurVkRRmZs7MEbxTKpJA9zJypD/AVLSo9AXftkl5A48frA3wKJyc5yOLgQQmqaj9fkpP1v01GjJCJ9IJI+7qOGiWfKT/8kH58tGwpAdK//gIGDJBsKkVSkgROn3xSMjq+/FJ692XX/fsysVijhgR6tJUEzp6VbLVRoyST5GH8+6/8/6D0X3R2lswL7XNgZs2bq+eVnqhA1gE+rbJlgYED5T1w/br8fhgxQnpvzZsnGX/HjgHx8VLtYc8eeb0/+EAOhLElwKcoXlx+Z2qPne/TB9BMe2H5cmDpUnV50CAJ7Bck//d/8locPiwB+CFDpE+qkQN8gGR6rVql/+z18XFMBQTKuaeekszftMG8Tz817sGD9uLpaa4AH6D250t7oKKrq/xmKlHCMftFtmOQL43o6Gg0bdoUpUqVQsmSJVGnTh30798fv//+u9XbHz9+PPV87dq1M7xf5bqTaQ5B1q5fS3uocgbrn9DWDtGs7+fnh1IZHOrp4uKC6tWrW12fiMjMtMGGGjXkaFFb9e4dn3r+77/15Zsob2lLBBYrJtlg9sAgX84lJ+sz+WwNrOelZs3U87t2GTtgP3Fi+s+aQ4f0z6k9xMXpJ8yMHOSrUUM9f/eucQJDJ0/qAwDan+Eff2y9fGBeWLFCJlcBCWDMmeP4wHtGihfXB16MULLz/HnJAnpQmAUAUK6cHKGumDw577afkCCB/tq1JQMKkCyiRYuM+zpqPfGEev6PP+yzzS++kFJYioYNgf/+k4n/Zs1se96cnSXL7OhRCUaknYwcMECC+GZ4DfJCZgGucuUkE/LcOfkt1asX8NhjwLJlwKVLkmlXvrx+HaWUp5eXvEYjRwLr1snneUbf2bdvSzC3UiWptnHunP565bWxWOR2jRqlLyuZmXPn5HWuXl0yixQLF0ogOL9o0UI9v3OnHChjrURnRgG+tNzdJbt5zhzgo4+AoUPlN0Tt2rkXYCpdWjLUldKbiYlS5vPvv+U1HjJEve3jjxu7rDGlV6IE8OOP8vvOzU0+u318HL1X9LDatQNWr1ZLdfbpIwdOkTlVqCAZ8lqzZsl3LBlfnpTrNLM7d+7g8OHD8Pb2Rnx8PC5cuIALFy5gzZo1CA4Oxvz581GokPq0Xb16NfV82UyKzivX3b59G3FxcSj6oCi2sr63tzc8MvlVVKZMGQBARESE7nJl/cy2rVx/4MAB3f5mprH2P1uNc+fOoWLFirh8+bJN91NQ3bhxw9G7QFQgfPedDwB3AMBTT8Xh8mXbZlVv3LgBX1/g8ce9sHevNPH76KN4zJ59K4/2lLR+/90DgBwiVqPGfVy9Gm2X7dap4wKgNAA5+nvv3giUK5dF3SnSOXCgMG7e9AMAFCpkQc2aV3H5cu5G1bL7HVq5sjMA5XcSEBYWgYoVjfe6hoUVxtSpvgBkZtLNzYL79+X8xIn3UbeufcYBAGzeXAQJCTJ7VqJECgIDr8LIP+3KlPHH1avy+3v37mi4uj5EOkguSk4Gevf2xf378v3h75+M776LQrt2pRAb64yYGGDy5NsICYnN0/2IjXXC+PH+AGRmpVu3ePj738rT1zKnv3GrVSuJ8HBJ99mzJwYNGsRlsUbe2bHDDUOG+CAmRj3u9Ykn7mPRohs4f74QXnxRPut+/x347rsoNGmSkKvb37OnMMaP98LZs/pD4EePvoUiReINPSYVVau6AZAGt2Fhybh0KSJPA2Pbt7uhf/+SUD5HAwOTsHx5FOLjUxAfn/m6GWnRQgJPa9d64Oef3dGoUQJCQmJTM7vMJLf+B61SxRmurqWRmCjPs6urBe3a3UXPnnfw1FP3Uydzrb1He/eWjLvNm4tgxYqiqb+zAcm227NHTgp//2TUr5+ABg0S0LBhAsqXT8aqVR743/+K6sYmADg7W/D883fx5puxuHvXCSNGeOP8eRk/x48DTzxhwdChsRg2LDbDksXnzxfCvHnF8N137khO1r9ZQ0Ju47nnYk0x9mxVubITnJ3LICXFCTduADNm3MTkySUQFyfPrZubBcuWXccjj9w31OP29AQ++8wV3bv74t49Z8TGAu3aJaNQIQvu35ffA76+yfjkk2uIjjZQin8WOE8kPDzkADcnJznowkjvPcq+xx8Htm0rhPBwFzRvft+U358Ax6eiYUNg0iRPLFlSFB063MWLL97mGLWTpKQkuGibW2YTM/keKFOmDMaNG4c///wTN27cwKVLlxAdHY1t27ahxYPDn7788kuM1h42CCBOU28psyCd9rrYWPUffmV9d3f3TPdPWV+7rnY5s21r71+7v0REZnb/PrBnjzpx0KJF9uv0aLP5fvjBHbduFdBDtu3sxAl1QrNWrcRMbpm7AgKSUalSUury7t1umdyarPntN/U5e+yxBBQt6vi0uZIlU1C1qvo++usv472uN286ISTEGxaLfMZUqpSE5cuvp17/559u2L/ffk3Utm5Va6o1b37P8D0zqlVTx+25c44/RvGzzzxx4ID6Pps69RYqVEhG//7q7+wlS4oiNjb73ykWCzBmjBeqVCmLRo1Ko0sXXwwd6o0ZM4ph1SoP7N7thosXXZCYCCxYUAzR0fKPYJEiKRg16nbOH1weq1FDHaunTjnmjWexAPPnF0VwcEldEGHgwDisWhUNX98UNGmSgMcfV4PJ8+blXs2lyEhnvPWWN3r08NMF+Hx9kzF37g0MGPCQ0SoHqF9fDXzeuOGCixcznphISQHWrfNAy5al0LmzL/76K3ufeQcPuuKNN3xSAzO+vslYuTIafn45n+B3dQV69bqDlSuv4+23Y5GD+ZV8oVSpFMydexPPPXcXEyfewoEDEVi06CaaN79v03NTqBDw3HP38M030diyJRI9e8ajSBHrr1NkpAs2b3bHtGkl0L27H558sjTmzSuuG5tubhb06ROHXbsiMX/+TdSunYRGjRKxeXMUXntN/dxNTnbCxx8XR6dOfjhxQv9dceZMIQwd6o3mzUth/XoPXYCvfPkkzJlzEyNH5u2BGY5QvLgFjzyifu6OHeudLsDXooVjD5zJSMOGiVi06CZcXOS3ZmSkCy5fltfVxcWCTz+9gbJlzRPgIz0XFwnwUf5QtWoSWra8z9c0n3j11XiEhUUiNPR2ga1qYEaO/y/ZIFq3bo3WrVvrLnNxccETTzyBH3/8ES+//DI2bNiAJUuWYPDgwaiancLiJrQ/g1oXjRs3hpOTEwICAuy8R+bE54ko72zdKn10ADka8MUXfXW9QGwxcKAP3n8fiI4G7t1zxrZtZXU9cShvaEsuBQUVRUBAUbttu107KYMGAAcOeOOdd7wzX4F0wsLU8126uOXp91x27rtFC8nOBIBjx7wREGCc19VikV5bSjEFV1dg3bpCaNTIF4sWqX0Ely3zs0svtZQUYMcOdfmllzwQEGDsJi716kk2FQBcueKFgAAvh+3LuXPA9Onq8ssvA/36SVbk//2flM+MjQViYpzx3XdlMXZs9u7/k0+kxxUgE5qRkS5WS9ClnUQZPdoZjRuXyd7GcuBhx/6TT0qvFgA4f97+773YWKBvX+kho3B3l1KDr7xSFID6ffTBB/KdAQA7dhRBRERAjsoVJSVJKcDQUClFqHByAt58E5g0yQVeXuaqWRYQICXXTp2S5QsXSqNp0/S3279fyvpp+/a9+KIfBg2S8o5Z9Xk5dUp6ez1oZY+iRYHNm13QsGHp3Hkg+UxufDcPHiwnqZjhlYN9Adq0kSy+w4flPbB3r5y0PRCtKV5cxkZIiBNKl9aPT8XSpVIytF8/6W0JAMeOFUaHDv54/30pLTllivQTSlsatEoV6d/Yu3chuLp6Q6kykd+0aSOlLrUKFwa+/94J7dv7OmanbNS3r5TrHDhQf/n06U546SU/x+xULuA8EZFxcXySoxQqVAiWHPQeYYzdBs7OzpgyZQoAICUlBT///HPqdUrZTUBKfWZEe10xTfdNZf27yn8sWaxfLE3nTmU5s21r71+7v0REZqb5KEbLlsh2gA+QPgD9+qnLixcbu59XfmCxAP/8oy4/+qh9t689nmf7dr7e2REVBezbpy7b0rvFXtL25TOS5cuBb79VlydPVvsaaANAGzbYp0fZoUNqwNHZ2VivY0Zq1lTPp2lvbdW9exJQyW0pKTLRqPxs9/MD5s1Tr/fxkUCGYvZsteeRLY4eBd591/Z9SXmQwFC2rO3rOVrduur5Eydk8tZerl+XIKM2wFepkvSSe+WV9Ldv00bfm+/Bv4MPZe9eoEkTCfhrA3yNG0ufzvnzpV+ZGWn78mmDeID0GRw4UB572usAOeimdm39a5LWlSsSbL3+IPnZ1VVu37Bhzved7KdIEXmvDB8OrFol/TAjIqQ317hx0jdZmeooVUp6VYaHy9/SWcRymzeX35ZvvKFelpgo91uvHrBmjf73XvXq0tvx5En5P8Do2ew5pe3LBygBPnN8/wPAa68B77+vLnfvDrz9tuP2h4iIyIgY5LNRlSpV4OsrRzldUA4Rg9orDwCuZFJ4WLmuePHiukCbsv7NmzczDdQpvfRKp/mFq6yf2ba112v3l4jIzH75RT3/7LMPfz+vv66eP35czaqhvHH8uGRSKLQTvvbQogVSS05ERgLHjtl3+2b266/qJFnZssAjjzh2f7Seeko9f/q0TCwbwalTQEiIutyqFfDOO+rys8/KBKRi2rS836cNG9TzQUFAyZJ5v82cqlVLPZ9RkO/kScmwCwqS7O4aNfQHFOSGpUuB335Tl+fPB3zTJEGMGCG9hAAJSihZa1m5d0+yAu8/qJrm7w9s3ChB4tBQ6XPVrJlkxWjL5jg5AXPnqts0upo1kVruLyFBzcDNTGJizoOByckSyNN+5rdrJxlm2jGo5eQkWT6Kb7/N/neGxSKBhieflAC7wstLsvr+/FMfSDQja0G+pCQJgFevLlmS2gDLCy/ov/uvXAFefBHo2hXp+vjExMjn5MWL6mVffKE/YIfMy98f6NRJDn7ZuhW4eVPeA5cvA2PGZJ3hqVWsmASNN22Sz0lratUCvv5afosGB0tZ0YLgqafkIBRADfDl5H8nR5gwQQLCy5dLtjvLxxEREekxyJdDtWvXTj1//PjxDG+nXFdTeyhymvVPnDiR5fq1tLMcmvWjoqIQFRVldd3k5GScPn3a6vpERGZ04YJ+ojcn/6hWraqfLFJKOVLeWLhQPV+vnpRisicfH/3R/1u32nf7ZqYNrLdvb6wJlooVJfCoMEKw/v59Cdoox3CVLCmT09oyi05O+my+1asluyEvaYN8HTvm7bZyi/bn87VrwI0bErTZvVsy2GrUkMnbMWMkK8tikefxmWeAPXtyZx/Cw/XZci+8ALz0Uvrb+foCb72lLs+aBcTb0GJtzBjJ5FN8/jnQoQPQvz/w4YfAl19KluqlS5JJePq0BN6PHgW6dXvoh2V3RYoA1aqpy9rHnNadO8CoUTLRX6tWzjJd33sP2LJFXX77bQmi+mRRHfP554E6ddTlqVOzt91PPpF1tEGuvn3lAIBBg5Aver9pg3yHD0ulhfr15QCHmBj1ujp1gG3bJFh64AAwaZJUVFB8+61k9S1ZIlmq9+4BnTvrg/UffQT07JnXj4gcxcUFKFMmZ8G3du3kc6VPH/WyunUlm+/IEflezg/jLjuKFQN++kk+98LCzBfgA+T3UqdO8p2Y3zMviYiIHgaDfDY6f/48oqOjAQCBgYGpl1evXh3ly5cHAPz6669W142Pj0fYgyY2rVq10l0XFBQEd3f3TNcPDw/HyQez2WnXb9myZer5jNb/448/EPsgbSLt+kREZqQNNtSoIeW2cmLQIPX8+vXSo49y361bMnGtePNNx+yH9qtw2zbH7IPZpKQAmzery0Yr8eTkpM/mM0KQLzRUn7mzfLk+EKno1k0ONgDkeZ4xI/vb+uYbCRx89plaStKaq1eh6+9mliBf6dL6AwJ69ZLLnnpKgmgPjmVL59YtKbm4cWPOtm+xSBk4JQvZ2xtYsCDjQPc770g2ISBlbrM6eGTTJsnGUwwblvkYc3OTQFnr1hIUMRttFldGgbvt26Wc88yZ8p4+d06eE21Gl62+/14yhRRdu8r7xpaJfmdnycRTrFql7yubmU2bJLNTUaMGsHOnfA+WKmXbfZhB3brq+z0pSXqgaTMeS5QAPv5YPg+Vf10LF5YsyX/+kWC8IiZGxlrz5lKSb+dO9bpRo6TUI1FWvLyA//1Pvu927pR+dN27F7zgnlZQkJSQzklfUSIiIjIuBvmALJsaWiwWjH9Qq8XZ2RnPpjn06ZUHTRzWr1+Pi1b+81y8eDHi4uLg4uKCHj166K7z9PRE586dAQBLly5FjPZwxwfmzJkDQPrvderUSXddpUqVEBQUBACYN28eEq3Uspk9ezYAoEKFCmimbVpDRGRSuVWqU/H882q/j4QEfSCKcs+KFWpGi4+PlJ9zBG2Qb8cO+/aEMqtDhyRYAcgkWZs2jt0fa4zUl+/XXyWIoBg8WDJSrHFxkclrxWefqT3zbLFsmQQKv/hCjnAvV07u799/099W28u0YkXzBIicnPQlOzdtsn4wRv36krG1aJGaIXT3rjz3X3318Nv/4gvZpuLjjyXbJCN+fvqDGGbMUDM604qKAl59VV2uW1fKjuZn2iBf2ky+GzeAAQPkczptME3pzZadA3FOndJn9NSsKWMsO5nI3bsDVarI+ZQU216fEyeAHj3Uvonly8v3zdNP275dsyhUCHjsMevX9e8vQfiQEOvZN9WrS0B3yRJ9acZduyTzSNGnj33KGVP+0qiRjDlnznoRERFRPsefO5BMuaeffhrLly/Hv//+mxr0S0lJwV9//YUuXbrgxx9/BAAMGDAA1atX160fEhICf39/3LlzB127dsWhB4dtJyQkYOnSpfjwww8BAP3790c1bX2aByZMmABPT09ERETgpZdewtkHzSni4+MxdepULFu2DAAwatQoeHt7p1t/0qRJcHFxwZEjR9C3b9/U/ns3btzA8OHDseVBbRrldkREZnb/vkwIKXIjyOfqKpOKisWL1Yk5yh3JyVK2TDFwoHrkv701ayZZBAAQFwfs2+eY/TATbWD9iSfkKHmj0WbyHTokr60jREXpgwq1a+sDftb06aNm+SUkSEk6W3zzjWS9aN24IdlPVapIaavNm9XPs7SlOo1UcjUr2pKJikKFJJvtk08kw+vQIWDiRHlONm2SEmWAfP4EB+uz5Wx15Yo+e6hDB7mvrIwcCTwo1oFr1ySIkZbFIt89kZGy7OYm/aKKFMn+fpqJtp+nEuSzWIB162S8rFihXu/iAnTpoi6fOiXvXVtKoMbGSllVJQOzWDHgu+/U94WtChXSl9X9/HMpm5qR69dl7N2+LcseHtJLKk1r9XylaVP9cpMmwN69ksGcVdais7P8Jjhxwnrp2WeflYMZzPR5RURERERkTwzyPXDgwAEMGzYMdevWRcmSJREYGAhfX1+0aNECWx807AkODsYsK7M0JUqUwDfffIOSJUvixIkTaNasGUqXLo1SpUph+PDhSEhIQKtWrTA9g8M+K1asiC+++AIeHh7Ys2cP6tWrh7Jly6JMmTKYNGkSLBYLevfujRHaei8ajz/+OObNm4dChQrhhx9+QLVq1RAQEIAKFSpg6dKlAIBx48aha9euufRsERE5zq5d6uSeh0fuHRU/cKA6gXT2rD6QSDn300/SSxGQSdshQxy3Lx4eUrZIwb58WdNmMRm1l0vdumpJx+Rk4M8/7b8PStAmIkKW3dykvF9WAW03NynxqFi4ELh5M/N1tm4FXnlFDeD5+Oi3Y7FIUK99eykTOGeOZBgqzFKqUzFkCODvLwHmnj3leY2Olsf01ltAhQr62zdvLplTfn7qZcOHAxMm6PujZebyZeC116TsJyDvr8WLbQs2+PvrS0FPn56+lOrixfpspRkz9AGw/EqbyXf2LHDmjATyundXA56A9E/dt08Cc++/r16+d6/cNrMsbItFssi0Lc//9z99f8fsCA6WbDxAtptR4D4hQQJV2izEr76SLNP8bOhQyZqqWVOCtH/8IYG+7ChTRgK9P/wABATIZU8/LZexBxcRERERUcYY5ANQqlQpzJ49G927d0etWrVQrFgx3Lp1C66urqhRowb69OmDrVu3YtGiRSiUQRfoBg0aYN++fXjrrbdQtWpVJCYmwtPTE0FBQViwYAG+//57uGk7i6fRvn177N27F/369UNgYCDu3r0LLy8vtGzZEitXrsTixYvhlMmMwquvvoodO3age/fuKFu2LO7cuQM/Pz906tQJGzduTC03SkQqpcfUqlUyEbpzJ3DwoEw2RURIIMnWiUCyH21GUYsWuZfxEBgoGRqKxYtz535JaDNoXnxRnSx1lNat1fPsy5e5mzdlwlZhtH58ChcXfTaJI/ryhYbqgzbTp0tfMVu8/roE6gDJQpw/P+Pb/vWXBEUSEmTZ21u+wy5fllKSaQtHnD0rQUTlAAlPT30fLDNo2FC+m2/elO/tnj315f0yWmfPHvl8V0yaJOVTk5OtrxMeLpmUTZtK6VPtd86sWXKZrd59V/2OioiQbCTFiRPA22+ry+3bS6CkIKhSRX1eLBYJ+j0omgJAMiBnzpRgXoMGctmECfqg6c8/y8E5Gf1OmzVLeuwqxo6VrL6HVbiwvJ6KJUskQ1PLYpGA844d6mVTpuRsu2ZRurT0PztxAujXL2flEZ9/Hjh/XrI8d+yQzysiIiIiIsqYU3x8PKewyWaNGzeGk5MTjmm7qVM6ly9fBgAEKIehkiGNGZN1XxVnZ6BoUZlI7NpVGpazr4Nj1a6tHpk/f/7DZYRlNEZ/+kkmlwApzxUennnfJbLNP/8A9eqpy7t3py/tZW9//gk8+aScd3WVwAEnEq1bt06yZgApu3b1at5+DubkO3TKFEA5rqllS/sGcGfPlhKNimefBTZuzF6JuYkT1YylkiWlBGXa9+Xx41Ka9MYNWfbwkKw+5f0MyEEsW7cCCxbIQSxpyw936SLZUQXF5cvSy03787VbN8mwcnOT/oXffCNBob17rd9H69bAli3ZLxkYEgLMmyfny5aVDC8nJyl7e/iwXO7rCxw5Yo5yjrn1G7dRIzmwKq1WreQgG6UHnlZysnwWffutetmYMcDUqfrbbdsGtG2rvu/btJFgbU67Fty9K70sleDe2LHymaOYO1df2rV3b+nnyDKTZC/8H5TI2DhGiYyL45McrU6dOrBYLNi/f/9Drc+paiIqkM6dkwnZrKSkSE+V//6T7Igvv8zzXaNMXLigL72V22UDO3RQM8ySkvR9gejhabP4GjXSl8p0lMaN1dKOiYlSBpas05bqbNfO2Ac6aPvy/fln5uX8ctNnn+kDfI88Aqxcmf3J/aFD1aDe9ev6zC9Agn5t26oBPldXCdZpA3yAvEZt20rZu3PngNGjJWioePXV7O2X2QUEAL//LoE1xfr1kg3+2GNA5cqSpWUtwFe5sgSOf/jh4YI1o0dLIBGQ/n4rVkjGpxLgA+QyMwT4cpO2ZCcg2aiffSblV60F+AAJ0q1cqS/TPW2aGkQF5OCcnj3VAF9goGR+5kZbcnd3ffblggVqKddNm/TXPfEEsHQpA3xERERERJT3DDxNQ0SUd8aPlyAOIFl6tWpJCa4SJTKfwB4/Hrhzxz77SOlpy6ZVry6Tr7nJxUXKfymWLMm4pBvZJipKJmUVISHGmPQsVEh6dilYstM6i0Uf5DNqqU7FY49JWT1APqsPHcr7bX73nfRtU1SuLKWgvb2zf18lS0rZTsWsWWpJzshIyUh6cJApnJwkE61t28zvs2JFCYRcuiSBqu3b1YzlgsTHR7Ibte/hP/6QEoNpVa0qWVoHD0qp00mTsu6rmJGyZfXvj9BQfT+3wYOBTp0e7r7N7JVX1PM9esgBPK++mvX3Q5Ei8j7W9i4cPhxYswa4d0+qLkRHq7f99lt9gDunBg+WvpCAHAQ2f77se48eamCxfHn5XMitcuJERERERESZYZCPiAqc/ftlMkixYIGUP/vvPzkiOylJ+hZdvQqcPi0Tosqk8eXL0quHHEMb5MvtLD7FgAHqEf/h4TJZTw9vyRLg/n057++vln00glat1PNbtzpuP4zsyBHJPgJk8j2rgJKjFSkigT6FrX35zp6VCfvs2r5dnzVUurRkIuWkzO8770iGHiCBuZUrgZgYCU6dOaPebtGi7I2nIkUkuNeihTEC7Y7g6SkBopdfTn9dzZrS9+3vv+W7f8oU6QeXG8/VmDHq74ibN9XLa9XSB/wKknbtJDh2/DiwerV8P9jKy0sOPqhQQZYtFiA4WIKl2qDtokXSlzE3FS8ODBumLn/8sWxX+fzw8JD+ggUtM5OIiIiIiByHQT4iKlAsFimdpahXL/1kn5OTTNKULg1UqyYToiEh6vXTpklGBdnX/fsyoa7IqyBf2bL6LJdFi/JmOwVBYiLw6afq8uDBatk6I9AG+Q4fVrM/SKXN4nvsMekdZnTakp1ZlWG9dg3o3Fk+68uWlX548fG2bWffPllXybTz8pKebTnNMA4IAPr2VZenTZPPJG15xylT9Bl/ZLvChSUDcsoU6bM3cSJw9KgEnD74AHj00dwPgpYrB/Tvr7/M1RX4+uuHzxDMD2rWlEDnwyhbVg7CUbL0EhP1B2u8+aZ+HOWmYcP0ZXXPnVOvW7kSqF8/b7ZLRERERERkDYN8RFSgbNmiDxRNn25bf6lx49SJpLg4mRQk+9q1S518d3cHnnkm77Y1aJB6fuNGyeqg7Fu/Xs0CK1xY/7waQe3a+myL335z3L4YlT2yZ3Nbs2bq+d275eAOazZulJJ/P/4oy/Hx8tlerZr0SMusVO+JE/J8xMXJsru7en+5YdQo9bvp9GnpJ6d45x3JDKOH5+ws5Th//RV47z2gTp283+bYsWqGJgBMncpgUE7VrAls2CDjT+vJJ/O26kLJknLQSlpTpgBduuTddomIiIiIiKxhkI+ICoyUFH0WX6tWtpee8/KSiUDFkiVSYorsRxtsaNkyb3vdtG4tE/2AvG8mTMi7beVnc+eq53v2zF45NntwcmLJzszExurLXRq9H58iKEjNxIqOBk6d0l8fHy8T9B07SiZfWlevStneBg3kwJC0wsPlu+P6dVl2dZW+X0FBufcYqlUDunVLf3m/fsDMmQW33KaZVagALFwoPRKHDQNGjHD0HuUPTzwBrFunltn295cDTJTyqHnlnXf0mem9ezP4TkREREREjsEgHxEVGF9/Lb12FNOnZ2+i9I039IGfUaNyd/8oc/bMKHJ2lrJ9irVrgYMH83ab+c3evXJSaEveGknr1ur5bdsctx9GtG2b9CgFAB8ffa87I/P2BurWVZe1gcp9+6RHl7YMb5EikvUzdqx+0v7IEekb1r69nAckKNimjfTKA+Q75Msv8yYAmjZg0KWLHGDCAJ95DRgA/PuvHABhSxUBss1zz0m264QJwJ9/SinPvFa6tPR09vOTg1iWLuXYJCIiIiIix+C/l0RUINy/D4SGqss9ewKNGmXvPgoXlsCgYuNGBgXs5eJFKY+nsEfZwB49pGejYty4vN9mfqLN4mvWTAIrRqTN5Dt3DrhwwWG74jAWi5SdDA8HDh2Sz7W1a/WBsLZt1UwZM0jbly8pCZg0SbLttOV369cHDhwAhg+XUnunT0tGjtbmzXK7116Tzx7t+p9+Kp8VeaFBA+Ddd+V5f+klYNUqoFChvNkWkdkFBUlPxYoV7bfNAQMk8L9qVd5WFyAiIiIiIsoMg3xEVCAsXCiBIkAmSSdNerj76dJFP3k8cqRk9VHe0mbxVa8OVK6c99t0dpZJf8XmzezZZqvLl6V8msKoWXwAUL68mqELFIzA/aVLwKuvSh+yMmVkcrpYMSAwUIKxrVtL4GrzZnUds5TqVGj78m3bJj08J0xQMxOdnCRTbu9e6c2oqFBBMvP279f3/UxJAZYv12f0TpqU930mZ8wA7t2ToCuDCERERERERESUFoN8RJTvxcTog3qDBgFVqjzcfTk5AbNmqcuHDwNffZWj3SMb/Pyzet4eWXzabWmDumPHStYTZW7hQjWYUqGCBMeNrCCV7PzlF8lK+9//pK9oRASQkJD5Oh4e9h13uUE7bi9fBsLC1OXAQGDHDmDq1Iz7djVqJEH9H38EatRIf/3bb9svu5fZe0RERERERESUEQb5iCjfmzEDuH5dzhctKtkcOdGkCfDyy+ryuHHAnTs5u0/KWFQUsH27umzPYIOTkwQCFHv3yqQ/ZezePWDxYnV5yBDjBym0JTu3bcufgdykJPms6tBB/Ty0pnhxoFIlCXK1aQP06iXv+VKl7LevuaFcOQnmpRUcLL1Zn3466/twcgI6dZJ+fAsWAL6+cvmbb8rBHuy/RURERERERESOxiAfEeVrly8DH32kLr/7bu5MVk+ZomaApN0G5Z6DB4HGjYH4eFl2d9eX0LOHpk2Bjh3V5XHjgORk++5DdsXGAseOSaapvQNWX38NREfLeXd36WNmdC1aqAGba9eAo0cduz+57fJloGVLfcDa3V36Ju7ZI/0uIyMloy8mBjh/XspVbtkimcraIKiZtGmjnvf2BtasAb74AihRInv34+oqgb0rV+S0YAEDfERERERERERkDAY/tp6IKGfefx+4e1fO+/tLibXcULGi9BmbOVOWp02TYIa/f+7cP8lk/BtvSGaYYuRIx/SlmjwZ2LhRAmbHj0vgo29f+++H4to14OxZIDxcThcvqufDw4Fbt9TbPvccsHJl9gMbD8NikcCRok8fwMcn77ebUz4+0ovuwAFZ3roVeOQRx+5TbtmyBejdWzJiFTVrSs/EunUdt1/2MHGijIUSJeR8uXI5uz9XV+lhSERERERERERkFMzkI6J86+RJYPlydfm996RcZ24ZNw4oWVLOx8XJJDLlXGIiMGyYBNGUAJ+zMzB7tgRtHeHRR6VsoeL//g+4f9/++3H4sPS38/eXDMOXXwZGjwY+/RTYsAH45x99gA+Q4OTjjwOnTuX9/u3cKfugGDYs77eZW7TZaps2yfvQzJKSgNBQoH17fYCvVy9g3778H+ADgIAACWYuW5bzAB8RERERERERkRExk4+I8q2xY4GUFDlfrVrulw308pLAoRLIWLoUGDoUqF07d7dTkERGAi+9BOzapV7m6ytl9lq2dNx+ARJgXLNGgj/h4dJ3zpYglsUCbN4M/PmnPIZmzSRomR1HjkgQ+dtvbV/HxUUtK3rqlAT6Vq16+J6G8fHAv/9KFqG1U1QUcPq0evs2bcw1Flq3lv6dgGS/FS0K1KkD1K8P1Kun/vXycuBO2ujqVQkA79ypXlakCPDJJ8CAASw1SURERERERESUXzDIR0T5UlgY8P336vKUKVJqLbe98YZMnJ85IwGVUaMko4qyb+9eoGtX6R+maNhQAluBgY7bL0XlysDrr0s/LgCYNAno1w8oVizjdY4fB0aMkKARIIHCChUkm6p376yDYMePyzpr16a/zsdHysZWqKA/BQbKXz8/4MMP1ezHmBgp3TltmvSmtDXQc+UKMH06sGSJvnRqVkJCbL+tETRtKoG9uDhZTkgADh2Sk1ZgoAT8GjWSgFnZsnm/b0lJksn6448SvPX0VE9Fi+qXnZ3l9bp2TV2/enXJaHv00bzfVyIiIiIiIiIish+n+Ph4i6N3gsyjcePGcHJywrFjxxy9K4a2f/9V7NnjhpAQEzSjMpl794Bz56QkYUyMnG7fVs8rp7Aw4Px5WadJE8miyqvsle++A158UV3eulVf+o+ytmwZMGSIBFYUffoAixYB7u65v73LDyKJAQEB2VovIgKoUgW4c0eW339fSnemdfOmZN4tWKBm01lTv74E+15+WR8sOnkS+OADYPVqyQTUqldP7rtzZ9ve099+K89lfLx62csvy3Pu4ZHxepcuSbBo6dLslyZt2RL49dfsZyw62vffy3N77JgE1rLi6yvP71NP5d0+xcYCPXoAv/zycOv37CkB2syC0UbzsOOTiPIexyeRcXF8EhkbxyiRcXF8kqPVqVMHFosF+/fvf6j1GeSjbGGQL2uxscCTTybg2LHCGDdOsn1YGu3h3Lsn/b0OHJDT/v22T75r7dgBPPNMnuwiAAnCPPOMWmKyZk0JcLAHVNbu35eSl0uWqJcVKgR89JEE/fJq7OTkB1xoKDB5spwvVkyCyb6+spycLEGx0FDg+nX9etWrA2fPqiVktZycJDDWo4e8j1auTH+7OnUkqPjCCw9X7rNzZym3qWjYUALUFSrobxseLtl+y5frg64AULgwULo0UKqUnPz81PPKqUwZ4JFHzBfg07p/X7IoDx8G/v5b/Zu23yEgGcKLF0tWZ267dAno2FG2nV1ubsDcuZJ9arbvIP6DRWRcHJ9ExsXxSWRsHKNExsXxSY6W0yAfy3US5bJhw4BjxwoDkBKRFy4AK1bIhCtl7tgx4PffcxbQS6tr17wN8AEygT5rlvQ8AyQLq1Ej6d/WvHnebtuM7t8Htm+XANOPP0ofPkWpUsD69XmbGZVT774LLFwI3LghQf2pU6WU4s6dUqIybUCmcmVgzhzg+eclE3DNGuCrr+R9rrBYgG3b5JRWrVqSXdat28MHzh55BNi3D+jeXZ57ADh4EHjsMeCbb6RP4MWL8lhWrJC+g1plygBjxgADB+ZNZqXRuLkBDRrISWGxSAD077+ltOysWRIETUwE+veXoOC0aVJOMzccPizlVa9cUS974QV5H8XH609xcfplf3/g7bclU5SIiIiIiIiIiPIvZvJRtjCTL2vh4UDbtok4dUptAPfUU1IGzofVO61KSJC+ZZ9+atvtXV2BkiWBEiWA4sXlr3LSLgcEAJ062S8oMXasTPIrXFyAmTOB4cPNl0mT22JjgZ9/lnGwcaMsp9WkiQSc7JEBmdOjtGbOlP6LgGS3PfecBC21PD0lo2/ECOtB/hMnJGNv5Uo5GCCtGjWA996TwFxuBY6SkoCRIyXDS+HqKtliGzakD+4FBEhw77XXgCJFcmcf8os//gC6dNH3vuvYEfj665yXxvz5Z8nqVPoDAhJcnjbN3BmStuJRlETGxfFJZFwcn0TGxjFKZFwcn+RoLNdJdsUgn21OnLiCN97wwa5d6qx4jRoycVu5sgN3zICuXAFeekl66FlTpIhkozRqpJ5q15aSjka0fLmUmdT2MOvRQy739HTcfgGSiRQXB0RHA1FR8jftydNTspIeeSTn27t2TTL1vvtO+hSmLf2ocHEBBg2SbDh7Zbzm9Afc3btA1ar6LCutPn0kK07bZy8jFou8/7/6SoKgJUtKYO3ll3MvuJfWZ5/Jc57Ra1K+vASt+/dnFnJmLl6UzLp//lEvq1sX+OknoGLFh7vPhQuBt95Sy7W6uADz58vrVVDwHywi4+L4JDIujk8iY+MYJTIujk9yNAb5yK4Y5LPN5cuXkZgIvP9+AD7/XL3cz08mf5WyjgXdnj1SgjAiQr2senWgTRsJ5jVuLKUKjRrQy8j+/cCLLwL//adeVrcu8O23QLVq9tuPlBR5jlevlgDzlSsZB3W0XFwkyPD++5IRmV1RUcCHHwKLFqXPDFO4uwPt20v5weees3+Wa278gFu6VPqdaTVpIllyTzyRk72zjz//lOdfO/4qVADGjQNefZXBPVvFxQG9eklAW+HnJ8Htpk1tv5+UFMkOnT1bvaxoUWDtWuDZZ3Nvf82A/2ARGRfHJ5FxcXwSGRvHKJFxcXySo+U0yFcAij4ROYarq/S2+uAD9bKoKOnRlrasX0FjsUhpzhYt9AGGfv2k39X8+XL+kUfMF+ADJDh54ADQqpV62dGj0v9swwbr69y7Jz24vvoKGD1aAl9BQRJsW7tW/zxlxmKRIOPIkUBgIPD00/JcX7hgW4APAJKTJVBVvTrwv/+pGUVZiY8HJk0CqlQBPvkkfYDPxwfo21ey1aKjJegZHGzeMrb9+slrCgClS8tz9ccf5gjwAbKfSkD6iSeAJUuAM2eAN95ggC87ihaVz/TRo9XLoqKAli2BL76w7T7u3JGMZm2ALyAA2L274AX4iIiIiIiIiIjIdszko2xhJp9t0h4B8tVXUvZOCXo4OQFz5kivttwSHy+Bk8DA3LvPvHDvHjB4MHQZjq6uElQaNCh/9a5LSgLGjwdmzNBfPn68lCA9elQ9nTmTdTCtenUJ2j3zjPytUEG97vhxYNUqydo7ezbrffPxAXx99ScfHwlWnDunv21QELBggexzRo/zs8+kf9zVq/rrypSRbM0XXpDelEYJ2ubWUVp37khgul49wMMjN/aMzOyLL4CBA/UB9eBgGQcWi5xSUtTzymn3buDgQXWd+vXlgICCehAhj6IkMi6OTyLj4vgkMjaOUSLj4vgkR2O5TrIrBvlsY+3L4bffJNARE6PebtgwCfY9bN8tpZfXsmWS7XXnjmTkjBwJdOmSd/28HlZ4uGQNHTigXlamDLB+vQSS8qv166X8YXx87t5vYKCUAzxyRE7WODtLRmHPnlIm1s9PgnkZBdvu3QNmzQKmTJG+c9r7GTRIMvW8veUyi0VKFI4dC5w4ob8fb28gNFT6ExoxK4w/4Civ7Nkjn/VRUQ+3focOEqwvVix398tMOD6JjIvjk8i4OD6JjI1jlMi4OD7J0RjkI7tikM82GX05HD8uE7gXL6qXdeokwZD69YHChW27/8hIyRhZvhw4dcr6bSpXBkaMkJKCnp4P8SAykZQkGVuXLkngys8PKFVKssFcXa2v89tvQPfukm2oaNoUWLdOAn353fHjMvF/+nTGt3Fzkx6EdevKqXhxCRjs3CnPdXY0ayaBvW7dAH//7O/vxYvA229LSU0tX19g6lSgdm0pT7h7d/rHMHw4MGYM4OWV/e3aC3/AUV66cAF4/vmMg+8ZGTwYmDfPOBmvjsLxSWRcHJ9ExsXxSWRsHKNExsXxSY7GIB/ZFYN8tsnsyyEiQgJ7acesu7v092raVLLannwSKFlSvT4pCdi8WbL2NmyQZVt4e8vE8Vtv2RZMs1iAa9eAf/8F/vtPTpcu6f9evZpxaUkfHwn4aU8AsHix9HpTDBkiWYy2Bjbzg5gYeS2+/Vay8OrWlb6DSlCvalXrk/sWiwTddu4Efv9dTtZKcjZsCLz8sgRTtaU8c2LLFmDo0MyDk4CUWe3bV3pQli+fO9vOS/wBR3ktNlYOxDh5UsZHRidnZzm1bg20b5+/ShY/LI5PIuPi+CQyLo5PImPjGCUyLo5PcjQG+ciuGOSzTVZfDvHxEoz56afM76dmTQn6eXsDX38NXLli/XYtWwKvvSaBo3nzpDykNqAGSDCtVy/gnXeAGjWkdOa5c+lP588DcXHZfcS2c3OTgF/fvnm3jYLg8mVg1y5g3z7JruvaVXr25YWEBOCjj4APP7RecvTZZ4Fp04BHH82b7ecF/oAjMi6OTyLj4vgkMi6OTyJj4xglMi6OT3K0nAb5CnhBKCLH8PQEvvtODcjt3y+BlLROnpSTNQEBUoqzXz8pzakICpJScXPnStafErBLSAA++0xOhQrZngmYmZIlgaJFpQSnLf3mKlSQLLZGjXK+7YIuIEDKcfbsmffbKlxYSnP26iX9HteskcsbNQJmzJAgMxERERERERERERHZF4N8RA7i4iI980aMAO7fBw4cAMLCpAfbnj1AVFT6dQoVkj5PAwYA7drJfVhTsaJkXr33HrBkiQT8tFmAtgT4SpSQ+ylXTsovli+vni9XTk7u7urt4+Nln69ds36qWlVKdPr5ZedZIiMpVw5YvRoYNw64dUv6/jk7O3qviIiIiIiIiIiIiAomBvmIDMDNTTLwgoIkU8pikdKZStAvIgJ46imgTx+1x50tvLyAUaOA4cMl+2rWLOCff9TrAwKAKlWsn3x8svcYPD3lVLFi9tYj8zFTWU4iIiIiIiIiIiKi/IpBPiIDcnKSzLeqVSWwl1OFCwPBwUDv3sCpU0BKClCpkj4Tj4iIiIiIiIiIiIiIzINBPqICxMkJqFnT0XtBREREREREREREREQ5xW5KRERERERERERERERERCbDIB8RERERERERERERERGRyTDIR0RERERERERERERERGQy7MlH2fLff/8hMTERderUcfSuGFpSUhIAoFAhDjEiI+IYJTIujk8i4+L4JDIujk8iY+MYJTIujk9ytHPnzsHV1fWh1+c7l7LFw8MDd+7cgcVicfSuGNqFCxcAAFWqVHHsjhCRVRyjRMbF8UlkXByfRMbF8UlkbByjRMbF8UmO5urqCg8Pj4de3yk+Pp7RGqJc1rhxYwDA/v37HbwnRGQNxyiRcXF8EhkXxyeRcXF8EhkbxyiRcXF8ktmxJx8RERERERERERERERGRyTDIR0RERERERERERERERGQyDPIRERERERERERERERERmQyDfEREREREREREREREREQmwyAfERERERERERERERERkck4xcfHWxy9E0RERERERERERERERERkO2byEREREREREREREREREZkMg3xEREREREREREREREREJsMgHxEREREREREREREREZHJMMhHREREREREREREREREZDIM8hERERERERERERERERGZDIN8RERERERERERERERERCbDIB8RERERERERERERERGRyTDIR0RERERERERERERERGQyDPIRERERERERERERERERmQyDfFQgXL9+HV988QX69++PRo0awc/PD97e3qhWrRp69OiBH3/8Mcv7iIyMxJgxY1C/fn2ULFkS5cqVQ5s2bfD555/DYrFkuf758+cxdOhQ1K5dGz4+PggMDMTzzz+P77//3qbHcOjQIfTv3x/VqlWDt7c3KleujJ49e2LHjh02rU9kZGYeo0eOHMGMGTPw/PPPo2rVqvDy8oK/vz8aN26MkSNH4syZM7Y+DUSGZObxaU1iYiKaNGkCT09PeHp64vXXX8/2fRAZRX4Zn4cPH0ZISAjq16+PUqVKoXTp0qhXrx769u2LtWvX2nw/REZi9vF59+5dfPLJJ2jTpg3Kly+PEiVKoEyZMmjatCkmTpyIiIgIW54GIsNy5BiNiIjAN998gwkTJqBjx44oX7586m/T33//3ebHwHkiyq/MPD45R0SO4BQfH5/1L0MikytRogSSkpJSl4sUKQIXFxfEx8enXta2bVusXLkSHh4e6dY/dOgQOnfujOvXrwMAihYtinv37qXeZ6tWrbBu3Tq4ublZ3f6mTZsQHByMO3fuAACKFy+OuLg4pKSkAACCg4OxcOFCODk5WV3/888/R0hISOr2SpQogdu3b6d+KY0bNw7jx4/P1nNCZCRmHaOrV6/GgAED0j2WuLg4JCcnAwAKFy6MWbNmpbsdkVmYdXxmZPLkyZgyZUrqcq9evbBkyRKb1iUyGrOPT4vFgtDQUMybNy91HU9PT1gsltT7fOSRR/Dnn39m63khMgIzj8/w8HB06tQJZ8+e1T2e2NjY1PVLlCiBtWvXolmzZtl6XoiMwpFjNO3vUa1ffvkFTz/9dJb7z3kiys/MOj45R0SOwkw+KhCSkpLQuHFjfPzxxzh69CiuX7+Oa9eu4fjx4+jbty8AYMuWLRg6dGi6dWNiYtC1a1dcv34dNWrUwK5duxAZGYmoqCjMmTMHrq6u2LZtG0aPHm112xcuXECfPn1w584dPPnkkzh8+DCuXr2Kq1evYuzYsQCAL7/8Eh999JHV9ffu3Ythw4YhKSkJnTp1wunTp3HlyhVcvHgx9QthypQp+Oabb3LjqSJyCLOO0cTERLi5uaFnz5745ptvcPXqVVy5cgXR0dHYsGEDateujYSEBISEhGD79u25+IwR2Y9Zx6c1x44dw8yZM1GpUiWUKlXqIZ8RIuMw+/h899138fHHH8PFxQVjxozByZMnce3aNURFRSE8PByrV69Gly5dcv5EETmAmcfnwIEDcfbsWRQuXBhz5sxBZGQkrly5guvXr2Pt2rUoW7YsYmJiEBwcjLt37+bSM0ZkX44co05OTihXrhw6duyI0NBQLFiwIFv7znkiyu/MOj45R0SOwkw+KhB27tyJZ555JsPrhw0bhuXLlwMATp06hXLlyqVe98EHH2D69Olwd3fH/v37UbFiRd26M2fOxMSJE+Hi4oIDBw6gWrVquusHDBiA1atXw9/fHwcPHoSXl5fu+qFDh2LFihUoXrw4jh8/Dm9vb931bdq0QVhYGOrUqYM9e/bA1dVVd33nzp2xdetWVKhQAUePHoWLi4utTwuRYZh1jJ4+fRrFihVDmTJlrO73rVu30LBhQ0RGRqJ58+bYuHGjLU8HkaGYdXymlZycjObNm+PgwYP48ccf8dZbbyE8PJyZfGRqZh6fW7ZswQsvvAAAWLNmDTp27Jjdh09kaGYdn+Hh4ahVqxaAjDOBfvvtt9Qx+/3336NNmzZZPyFEBuPIMZqcnKybu7l48SJq164NwLZMPs4TUX5n1vHJOSJyFGbyUYGQ2RcDgNSjQADg4MGDuuu+/vprAEC3bt3SfTEAwODBg1G0aFEkJydjzZo1uuvi4+Pxww8/AJCjIdP+cwUAI0eOBADcvn0bP/30k+66f//9F2FhYQCAkJCQdD/ctOuHh4dj9+7dmT1MIsMy6xitXr16hj/eAMDLywudO3e2ut9EZmHW8ZnW3LlzcfDgQbzyyito1apVprclMgszj8+pU6cCAF588UUG+ChfMuv41Pbaa9iwodV9b9y4sW57RGbkqDEKIEdBN84TUUFg1vHJOSJyFAb5iABdDWalRjIgR2D8999/AKTWszVFixZFUFAQAGDbtm2668LCwlLLl2S0fmBgIGrWrGl1fW3qdkZHRwYFBaFYsWJW1yfKL4w6RrOz79r9JspPzDA+z5w5g8mTJ8PX1xfTpk3L6iER5RtGHZ9nz57FX3/9BQDo06ePzY+HKD8x6vjUTohmNAG5f/9+AICzszPq1atn9TZEZpdXYzSnOE9EZNzxaQvOEVFeYJCPCMCuXbtSz9epUyf1/PHjx1PPK6nZ1ijXnTx5Une5dn2l5Elm6584ccLq+n5+fhn2DnJxcUH16tWtrk+UXxh1jNpC2XftfhPlJ0YfnxaLBW+++Sbu3buH6dOno2TJkhneF1F+Y9TxqWQgODs7IygoCD/88AOeffZZlC1bFr6+vmjQoAFGjhyZOklDlB8ZdXyWKlUqNctg1qxZWLx4MeLi4gBIr6GNGzfi9ddfByDl0ipVqpThNojMLK/GaE5xnojIuOPTFpwjorzAIB8VeLdu3cKsWbMAAE2bNk39IQQAV69eTT1ftmzZDO9Due727dup/wBp1/f29oaHh0eG6yup3NrSKNr1M9u29nrt/hLlF0Yeo1lZv349Dh8+DAB49dVXs7UukRmYYXwuWrQIYWFhaN26NXr27JnVQyLKN4w8Ps+ePQsA8Pf3x//93//hlVdewe+//w6LRdrFnz59GgsXLsRjjz2GrVu3Zv1giUzGyOMTABYsWIDWrVsjISEBb7/9Nvz9/VG2bFn4+Pige/fu8Pb2xoIFCzB58mRbHi6R6eTlGM0pzhNRQWfk8ZkVzhFRXmGQjwq0lJQUvPbaa4iIiICbm1vql4RC+0Gf2T9I2utiY2PTre/u7p7pfijra9fVLme2be392/OLicgejD5GM3PmzBmEhIQAkHIpwcHBNq9LZAZmGJ8XL17Ee++9Bw8PD8ybNy/T+yHKT4w+Pm/dugUAiIyMxKJFi9CsWTP89ddfuHr1Kq5du4YNGzYgMDAQsbGxCA4OZkYf5StGH5+ABAhXrVqFYcOGwcnJCQAQExODlJQUANKHLzo6mqXGKF/K6zGaU5wnooLM6OMzM5wjorzEIB8VaO+++y5++eUXAMBHH32ERx991MF7RERaZh2jERER6Nq1K27duoUyZcrg888/h7Mzv3IpfzHD+BwyZAji4+MRGhqKwMBAR+8Okd0YfXwqgYKUlBT4+flh3bp1qSWLnJ2d0aJFC6xcuRJOTk64ffs2g/SUrxh9fALA4cOH0aBBA8yfPx+vv/46/vrrL0RFReHo0aOYMWMGbt68iffeew/dunVLHc9E+YUZxihRQWXW8ck5IsprfDdRgTV27FgsWrQIADB9+nT07ds33W2KFi2aev7OnTsZ3pf2OqW5sXZ9pfF5Vutr19UuZ7Zt7f1r95fI7MwwRq25du0aOnbsiHPnzqFUqVLYuHEjAgICslyPyEzMMD4///xz/Pbbb6hfvz7eeuutTO+DKD8xw/jUbr9///4oXrx4unUbNGiA5s2bAwC2bduW6XaIzMIM4zM2NhYvvPACLl26hNGjR2POnDmoU6cOPDw8UKlSJQwZMiQ1CL9lyxZ8+eWXmW6HyEzsMUZzivNEVFCZYXxawzkisgcG+ahAGj9+fOoRwZMnT85w8k/pUwAAV65cyfD+lOuKFy+u+0JR1r9582amXy5KzejSpUtb3X5m29Zer91fIjMzyxhN69q1a+jQoQNOnDgBPz8//Pzzz6hRo0am6xCZjRnGZ0xMDMaNGwdnZ2fMmDEDd+/eRVxcnO6k9P5KSkpKvYzZCGR2ZhifgL5HSmbfkzVr1gQAhIeHZ3gbIrMwy/hcvXo1rl27BgAYNmyY1XVbtGiBevXqAQC+//77DLdBZCb2GqM5xXkiKojMMj7T4hwR2QuDfFTgjBs3Dh9//DEAYNKkSRg+fHiGt61du3bq+ePHj2d4O+U6ZSLC2vonTpzIcv1atWpZXT8qKgpRUVFW101OTsbp06etrk9kRmYao1rWfrxxTFJ+Y5bxeevWrdTeQW3btoW/v3+6k9Lja82aNamXHTlyJMPtEBmdWcYnANStWzf1vNLvyxolGJ/ZbYjMwEzj8+TJkwAAX19fq1m2iqpVqwKQ/rdEZmfPMZpTnCeigsZM41OLc0RkTwzyUYEyduxYzJ07F4B8MYwYMSLT21evXh3ly5cHAPz6669WbxMfH4+wsDAAQKtWrXTXBQUFpTY7zmj98PDw1H+k0q7fsmXL1PMZrf/HH3+kNolNuz6R2ZhtjCoiIyPT/XjT/rgkyg/MOj6JCgKzjc8nn3wSnp6eANSAgjXKdeypSWZmtvGpBNWvX7+O+Pj4DPdTyfZjKUAyO3uP0ZziPBEVJGYbnwrOEZG9MchHBcbYsWNTU7unTJmS5ReD4pVXXgEArF+/3upRiosXL0ZcXBxcXFzQo0cP3XWenp7o3LkzAGDp0qWIiYlJt/6cOXMASA3oTp066a6rVKkSgoKCAADz5s1DYmJiuvVnz54NAKhQoQKaNWtm02MiMiIzjlFAJjiee+45nDhxAqVKlcIvv/zCH2+U75htfAYGBiI+Pj7TU4UKFQAAvXr1Sr1MKT1GZCZmG58A4O7ujq5duwIAli9fjtu3b6db/9ChQ9i5cycAoEOHDjY9JiKjMeP4rF+/PgDJpF2+fLnV/Tt27FjqBGmTJk1sekxERuSIMZpTnCeigsKM4xPgHBE5BoN8VCCEhoamfjFMmzYNISEhNq8bEhICf39/3LlzB127dsWhQ4cAAAkJCVi6dCk+/PBDAED//v1RrVq1dOtPmDABnp6eiIiIwEsvvYSzZ88CkCNHpk6dimXLlgEARo0aBW9v73TrT5o0CS4uLjhy5Aj69u2bWjf6xo0bGD58OLZs2aK7HZEZmXWMRkVFpR6d5e/vj19++YXlFyjfMev4JCoIzDw+J0yYgBIlSiA6Ohrdu3dPLZtksViwY8cO9OrVCxaLBX5+fhg6dGg2nhUiYzDr+HzhhRdS+/RNnDgRM2bMwPXr11PXX7duHZ5//nkkJSWhcOHCGDRoUHaeFiLDcOQYTUlJQXR0dOrp5s2bqdfdvn1bd939+/fTrc95IsrvzDo+OUdEjuIUHx9vcfROEOWl//77L7XGsrOzM3x9fTO9fUhISLr6zocOHULnzp1T/7kpVqwY7t27l3rEVKtWrbBu3Tq4ublZvc9NmzYhODg4tfF5iRIlEBcXh+TkZABA7969sWjRogz7jXz++ecICQlBUlISAMDLywsxMTGpfUrGjRuH8ePHZ/VUEBmSmcfo1KlTMWnSJABy1LRSeiwju3btQrly5TK9DZGRmHl8ZqVWrVoIDw9Hr169sGTJkmytS2QE+WF87tmzB927d8etW7dS109MTEy9Pz8/P6xfvx6NGzfO4tkgMhazj8/9+/eja9euiI6OTr2sWLFiiIuLS/0f1MPDA0uWLMELL7yQ1dNBZDiOHqMXL160ObNn0aJFCA4OTnc554kovzLz+OQcETlKIUfvAFFeS0lJ0Z1XegdkxFrfgQYNGmDfvn2YM2cONm3ahEuXLsHT0xO1a9dGr1690KdPHzg7Z5wY2759e+zduxdz5szB9u3bcfXqVXh5eaFevXoYMGAAunTpkuk+vfrqq6hXrx7mzZuH3bt3Izo6Gn5+fnj88ccxaNAgNG/ePNP1iYzMzGNUu+9Kub/MKJMqRGZh5vFJlN/lh/HZtGlT7N+/H3PnzsXmzZtx6dIlAECdOnXQoUMHDBkyBH5+fpneB5ERmX18Nm7cGAcPHsSyZcuwadMmnDlzBrdv34anpycqVqyI5s2bY9CgQahUqVLWTwaRARlhjOYU54kovzLz+OQcETkKM/mIiIiIiIiIiIiIiIiITIY9+YiIiIiIiIiIiIiIiIhMhkE+IiIiIiIiIiIiIiIiIpNhkI+IiIiIiIiIiIiIiIjIZBjkIyIiIiIiIiIiIiIiIjIZBvmIiIiIiIiIiIiIiIiITIZBPiIiIiIiIiIiIiIiIiKTYZCPiIiIiIiIiIiIiIiIyGQY5CMiIiIiIiIiIiIiIiIyGQb5iIiIiIiIiIiIiIiIiEyGQT4iIiIiIiIiIiIiIiIik2GQj4iIiIiIiIiIiIiIiMhkGOQjIiIiIiIiIiIiIiIiMhkG+YiIiIiIiIiIiIiIiIhMhkE+IiIiIiIiIiIiIiIiIpNhkI+IiIiIiIiIiIiIiIjIZBjkIyIiIiIiIiIiIiIiIjIZBvmIiIiIiIiIiIiIiIiITIZBPiIiIiIiIiIiIiIiIiKT+X/LmqpwP8gH5QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seasonal decomposition\n",
    "travel_sd = seasonal_decompose(traveller, model=\"multiplicative\", extrapolate_trend=\"freq\")\n",
    "# plot figures\n",
    "fig, ax = plt.subplots(4,1,sharex=True,\n",
    "                       figsize=(12,6), dpi=150,\n",
    "                       facecolor=\"whitesmoke\",\n",
    "                       edgecolor=\"gray\")\n",
    "fig.suptitle(\"traveller destination seasonal decomposition\")\n",
    "fig.subplots_adjust(top=0.95, bottom=0.05,hspace=0.35)\n",
    "ax[0].plot(travel_sd.observed, color='r')\n",
    "ax[0].set_ylabel(\"Observed\", fontsize=12)\n",
    "ax[0].grid(alpha=0.4)\n",
    "ax[1].plot(travel_sd.trend, color='b')\n",
    "ax[1].set_ylabel(\"trend\", fontsize=12)\n",
    "ax[1].grid(alpha=0.4)\n",
    "ax[2].plot(travel_sd.observed, color='g')\n",
    "ax[2].set_ylabel(\"seasonal\", fontsize=12)\n",
    "ax[2].grid(alpha=0.4)\n",
    "ax[3].plot(travel_sd.observed, color='b')\n",
    "ax[3].set_ylabel(\"resid\", fontsize=12)\n",
    "ax[3].grid(alpha=0.4)\n",
    "\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f123e82f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trend</th>\n",
       "      <th>season</th>\n",
       "      <th>random</th>\n",
       "      <th>actual</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1883.234751</td>\n",
       "      <td>1.955235</td>\n",
       "      <td>0.620559</td>\n",
       "      <td>2285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-01</th>\n",
       "      <td>1911.123155</td>\n",
       "      <td>1.226378</td>\n",
       "      <td>0.633597</td>\n",
       "      <td>1485.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-01</th>\n",
       "      <td>1939.011558</td>\n",
       "      <td>0.676659</td>\n",
       "      <td>0.981670</td>\n",
       "      <td>1288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-01</th>\n",
       "      <td>1966.899961</td>\n",
       "      <td>0.771333</td>\n",
       "      <td>1.084281</td>\n",
       "      <td>1645.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-01</th>\n",
       "      <td>1994.788364</td>\n",
       "      <td>0.670465</td>\n",
       "      <td>0.929390</td>\n",
       "      <td>1243.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  trend    season    random  actual\n",
       "Date                                               \n",
       "2000-01-01  1883.234751  1.955235  0.620559  2285.0\n",
       "2000-02-01  1911.123155  1.226378  0.633597  1485.0\n",
       "2000-03-01  1939.011558  0.676659  0.981670  1288.0\n",
       "2000-04-01  1966.899961  0.771333  1.084281  1645.0\n",
       "2000-05-01  1994.788364  0.670465  0.929390  1243.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "travel_value = pd.concat([travel_sd.trend, travel_sd.seasonal, \n",
    "                          travel_sd.resid, travel_sd.observed], axis=1)\n",
    "travel_value.columns = ['trend','season','random','actual']\n",
    "travel_value.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "190d2139",
   "metadata": {},
   "source": [
    "# trend fitting model\n",
    "## linear model\n",
    "$$\n",
    "    x_t = a + bt + I_t\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d726819f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(396,)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.formula.api as smf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "am_elec_raw = np.loadtxt(\"./data/elec_prod.txt\")\n",
    "am_elec_raw.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "51c59f00",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = np.arange(1,am_elec_raw.shape[0]+1)\n",
    "am_elec = np.vstack((am_elec_raw,t)).swapaxes(0,1).astype(int)\n",
    "elec = pd.DataFrame(am_elec,columns=[\"elec\",\"t\"])\n",
    "#elec.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "30f97927",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>elec</td>       <th>  R-squared:         </th> <td>   0.866</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.866</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2546.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 25 Jan 2024</td> <th>  Prob (F-statistic):</th> <td>4.88e-174</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>23:49:11</td>     <th>  Log-Likelihood:    </th> <td> -4529.5</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   396</td>      <th>  AIC:               </th> <td>   9063.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   394</td>      <th>  BIC:               </th> <td>   9071.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td> 1.423e+05</td> <td> 2266.551</td> <td>   62.783</td> <td> 0.000</td> <td> 1.38e+05</td> <td> 1.47e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>t</th>         <td>  499.2576</td> <td>    9.895</td> <td>   50.456</td> <td> 0.000</td> <td>  479.804</td> <td>  518.711</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>33.728</td> <th>  Durbin-Watson:     </th> <td>   0.917</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  39.845</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.746</td> <th>  Prob(JB):          </th> <td>2.23e-09</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.431</td> <th>  Cond. No.          </th> <td>    459.</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   elec   R-squared:                       0.866\n",
       "Model:                            OLS   Adj. R-squared:                  0.866\n",
       "Method:                 Least Squares   F-statistic:                     2546.\n",
       "Date:                Thu, 25 Jan 2024   Prob (F-statistic):          4.88e-174\n",
       "Time:                        23:49:11   Log-Likelihood:                -4529.5\n",
       "No. Observations:                 396   AIC:                             9063.\n",
       "Df Residuals:                     394   BIC:                             9071.\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept   1.423e+05   2266.551     62.783      0.000    1.38e+05    1.47e+05\n",
       "t            499.2576      9.895     50.456      0.000     479.804     518.711\n",
       "==============================================================================\n",
       "Omnibus:                       33.728   Durbin-Watson:                   0.917\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               39.845\n",
       "Skew:                           0.746   Prob(JB):                     2.23e-09\n",
       "Kurtosis:                       3.431   Cond. No.                         459.\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# elec_res object will store ordinary least square result\n",
    "# and its corresponding hypothesis test result\n",
    "elec_res = smf.ols('elec~t', data=elec).fit()\n",
    "elec_res.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a41cd86b",
   "metadata": {},
   "source": [
    "which means that data changes linearly over time, the pattern follows:\n",
    "\n",
    "$$\n",
    "    x_t = 142300 + 499.2576t + \\epsilon_t\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "252e2f24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import ticker\n",
    "\n",
    "%matplotlib inline\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "fig, ax = plt.subplots(1,1, figsize=(12,4),dpi=150,\n",
    "                       facecolor='whitesmoke',\n",
    "                       edgecolor='gray')\n",
    "fig.suptitle(\"American eletricity comsumption over time\")\n",
    "fig.subplots_adjust(top=0.89, bottom=0.03)\n",
    "ax.plot(t,1.423e+05 + 499.2576*t, color='b', lw=.75, ls='-',label=\"linear elec data\")\n",
    "ax.plot(elec, color='r', lw=.75, ls='-', label=\"raw elec data\")\n",
    "ax.set_ylim((130000,410000))\n",
    "ax.set_xlabel(\"Electricity\",fontsize=12)\n",
    "ax.set_ylabel(\"time\",fontsize=12)\n",
    "ax.xaxis.set_major_locator(ticker.MultipleLocator(10))\n",
    "ax.set_xticks(t[::10],np.arange(0,len(t)+1,10),rotation=45)\n",
    "#ax.set_xticklabels(np.arange(0,len(t)+1,10))\n",
    "ax.grid(alpha=0.4)\n",
    "ax.legend(loc=\"best\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0531fd09",
   "metadata": {},
   "source": [
    "## non-linear model\n",
    "suppose pattern in data is like:\n",
    "\n",
    "$$\n",
    "\\left\\{\n",
    "\\begin{array}{ll}\n",
    "x_t = a + bt + ct^2 + I_t &,& t = 1,2,\\cdots, 20 \\\\\n",
    "E(I_t) = 0 \\\\\n",
    "Var(I_t) = {\\sigma}^2\n",
    "\\end{array}\n",
    "\\right .\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e774699",
   "metadata": {},
   "source": [
    "### ols\n",
    "1. first we try ols result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1b91da15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t0</th>\n",
       "      <th>t1</th>\n",
       "      <th>t2</th>\n",
       "      <th>gdp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>337.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>377.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>442.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>519.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>579.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   t0  t1  t2    gdp\n",
       "0   0   1   1  337.4\n",
       "1   0   2   4  377.2\n",
       "2   0   3   9  442.6\n",
       "3   0   4  16  519.9\n",
       "4   0   5  25  579.9"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "# first we try ols method\n",
    "nx_gdp = pd.read_excel('./data/ningxiaGDP.xlsx').rename(columns={'t':'t1'})\n",
    "nx_gdp = pd.DataFrame(nx_gdp['t1'].values**2, columns=[\"t2\"]).join(nx_gdp)\n",
    "nx_gdp = pd.DataFrame(np.zeros_like(nx_gdp.t1.values), columns=[\"t0\"]).join(nx_gdp)\n",
    "nx_gdp = nx_gdp[['t0','t1','t2','gdp']]\n",
    "nx_gdp.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6bcf5403",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std= 104.14787562181375\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>gdp</td>       <th>  R-squared:         </th> <td>   0.992</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.991</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1073.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Thu, 25 Jan 2024</td> <th>  Prob (F-statistic):</th> <td>1.29e-18</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>23:49:12</td>     <th>  Log-Likelihood:    </th> <td> -121.30</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    20</td>      <th>  AIC:               </th> <td>   248.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    17</td>      <th>  BIC:               </th> <td>   251.6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>  104.5961</td> <td>   84.043</td> <td>    1.245</td> <td> 0.230</td> <td>  -72.720</td> <td>  281.912</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>t1</th>        <td>   92.8692</td> <td>   18.432</td> <td>    5.038</td> <td> 0.000</td> <td>   53.981</td> <td>  131.757</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>t2</th>        <td>    5.1588</td> <td>    0.853</td> <td>    6.051</td> <td> 0.000</td> <td>    3.360</td> <td>    6.958</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 2.218</td> <th>  Durbin-Watson:     </th> <td>   0.651</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.330</td> <th>  Jarque-Bera (JB):  </th> <td>   1.145</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.178</td> <th>  Prob(JB):          </th> <td>   0.564</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 1.883</td> <th>  Cond. No.          </th> <td>    646.</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                    gdp   R-squared:                       0.992\n",
       "Model:                            OLS   Adj. R-squared:                  0.991\n",
       "Method:                 Least Squares   F-statistic:                     1073.\n",
       "Date:                Thu, 25 Jan 2024   Prob (F-statistic):           1.29e-18\n",
       "Time:                        23:49:12   Log-Likelihood:                -121.30\n",
       "No. Observations:                  20   AIC:                             248.6\n",
       "Df Residuals:                      17   BIC:                             251.6\n",
       "Df Model:                           2                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept    104.5961     84.043      1.245      0.230     -72.720     281.912\n",
       "t1            92.8692     18.432      5.038      0.000      53.981     131.757\n",
       "t2             5.1588      0.853      6.051      0.000       3.360       6.958\n",
       "==============================================================================\n",
       "Omnibus:                        2.218   Durbin-Watson:                   0.651\n",
       "Prob(Omnibus):                  0.330   Jarque-Bera (JB):                1.145\n",
       "Skew:                           0.178   Prob(JB):                        0.564\n",
       "Kurtosis:                       1.883   Cond. No.                         646.\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx_res = smf.ols('gdp~t1 + t2', data=nx_gdp).fit()\n",
    "print('std=', np.std(nx_res.resid))\n",
    "nx_res.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "099a23cc",
   "metadata": {},
   "source": [
    "ols gives us this result:\n",
    "\n",
    "$$\n",
    "    x_t = 104.5961 + 92.8692t + 5.1588t^2 + \\epsilon_t\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc33d5b3",
   "metadata": {},
   "source": [
    "### curve fit\n",
    "then we try curve fit by scipy.optimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f55a6612",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['t', 'gdp'], dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "nx_gdp = pd.read_excel(\"./data/ningxiaGDP.xlsx\")\n",
    "nx_gdp.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "93036334",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[104.59614035  92.86922078   5.15879471]\n",
      "[[ 7.06328104e+03 -1.37683623e+03  5.59689545e+01]\n",
      " [-1.37683623e+03  3.39738816e+02 -1.52642600e+01]\n",
      " [ 5.59689545e+01 -1.52642600e+01  7.26869509e-01]]\n",
      "std= 104.14787562181375\n"
     ]
    }
   ],
   "source": [
    "# prepare data for curve_fit function\n",
    "t = nx_gdp['t'].values\n",
    "gdp = nx_gdp['gdp'].values\n",
    "\n",
    "def func(x, a, b, c):\n",
    "    return a + b*x + c*x**2\n",
    "popt, pcov = curve_fit(func,t,gdp,p0=(0.0,1.0,1.0))\n",
    "print(popt)\n",
    "print(pcov)\n",
    "a = popt[0]\n",
    "b = popt[1]\n",
    "c = popt[2]\n",
    "residuals = gdp - func(t,a,b,c)\n",
    "print('std=',np.std(residuals))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f48699",
   "metadata": {},
   "source": [
    "as we coould see, curve_fit yield pretty much the same result as ols:\n",
    "\n",
    "$$\n",
    "    x_t = 104.5961 + 92.8692t + 5.1588t^2 + \\epsilon_t\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "472ddbe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lb_stat</th>\n",
       "      <th>lb_pvalue</th>\n",
       "      <th>bp_stat</th>\n",
       "      <th>bp_pvalue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>23.020287</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>17.367560</td>\n",
       "      <td>0.008023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>32.235696</td>\n",
       "      <td>0.001272</td>\n",
       "      <td>21.840454</td>\n",
       "      <td>0.039347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>32.971332</td>\n",
       "      <td>0.016824</td>\n",
       "      <td>21.963674</td>\n",
       "      <td>0.233602</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      lb_stat  lb_pvalue    bp_stat  bp_pvalue\n",
       "6   23.020287   0.000790  17.367560   0.008023\n",
       "12  32.235696   0.001272  21.840454   0.039347\n",
       "18  32.971332   0.016824  21.963674   0.233602"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.stats.diagnostic import acorr_ljungbox\n",
    "import numpy as np\n",
    "\n",
    "acorr_ljungbox(residuals, lags=[6,12,18], boxpierce=True, return_df=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "923adec6",
   "metadata": {},
   "source": [
    "which tells us that redisuals are still not white noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b5f0201f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import ticker\n",
    "\n",
    "%matplotlib inline\n",
    "t = np.arange(1996, 2016)\n",
    "fig, ax = plt.subplots(1,1,figsize=(12,4),dpi=150,\n",
    "                       facecolor=\"whitesmoke\",\n",
    "                       edgecolor=\"gray\")\n",
    "fig.subplots_adjust(top=0.90,bottom=0.05)\n",
    "fig.suptitle(\"ningxia GDP over time\")\n",
    "ax.scatter(t, gdp, marker='x', color='b', s=5, label=\"raw data\")\n",
    "ax.plot(t, nx_res.predict(), lw=0.75, ls='-', color='r', label=\"curve fit data\")\n",
    "ax.xaxis.set_major_locator(ticker.MultipleLocator(3))\n",
    "ax.set_ylabel(\"ningxia GDP\",fontsize=12)\n",
    "ax.set_xlabel(\"time\",fontsize=12)\n",
    "ax.grid(alpha=0.4)\n",
    "ax.legend(loc=\"best\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4a482ab",
   "metadata": {},
   "source": [
    "# smoothing method\n",
    "## moving average method\n",
    "### simple central moving average\n",
    "<font color=maroon><b>note that moving average method could only be used to extract trend effect, but could not be used in prediction</b></font> <br>\n",
    "suppose we have odd average number of phases $(2k+1)$ :\n",
    "\n",
    "$$\n",
    "    M_{2k+1}(x_t) = \\displaystyle\\sum_{i=-k}^{k}{\\frac{x_{t-i}}{2k+1}}\n",
    "$$\n",
    "\n",
    "if we have even average number of phases $(2k)$, we could do composed moving average $M_{P*Q}(x_t)$\n",
    "\n",
    "$$\n",
    "    M_{2*k}(x_t) = \\frac{1}{2}M_k(x_t) + \\frac{1}{2}M_k(x_{t+1})\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "1b204a17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Annual flow</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>1871</td>\n",
       "      <td>1120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>1872</td>\n",
       "      <td>1160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>1873</td>\n",
       "      <td>963.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>1874</td>\n",
       "      <td>1210.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>1875</td>\n",
       "      <td>1160.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date  Annual flow\n",
       "Date                   \n",
       "1871  1871       1120.0\n",
       "1872  1872       1160.0\n",
       "1873  1873        963.0\n",
       "1874  1874       1210.0\n",
       "1875  1875       1160.0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "nile_raw = np.loadtxt('./data/Nile.txt')\n",
    "date = np.arange(1871,1971)\n",
    "nile_df = pd.DataFrame({\"Date\":date, \"Annual flow\": nile_raw})\n",
    "nile_df.index = nile_df[\"Date\"]\n",
    "nile_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a733ce47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Annual flow</th>\n",
       "      <th>5-period ma</th>\n",
       "      <th>5-period cma</th>\n",
       "      <th>4-period cma</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>1966</td>\n",
       "      <td>746.0</td>\n",
       "      <td>927.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>936.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>1967</td>\n",
       "      <td>919.0</td>\n",
       "      <td>929.6</td>\n",
       "      <td>801.8</td>\n",
       "      <td>823.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>1968</td>\n",
       "      <td>718.0</td>\n",
       "      <td>893.0</td>\n",
       "      <td>767.4</td>\n",
       "      <td>774.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969</th>\n",
       "      <td>1969</td>\n",
       "      <td>714.0</td>\n",
       "      <td>801.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>772.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>1970</td>\n",
       "      <td>740.0</td>\n",
       "      <td>767.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Date  Annual flow  5-period ma  5-period cma  4-period cma\n",
       "Date                                                            \n",
       "1966  1966        746.0        927.0         893.0        936.75\n",
       "1967  1967        919.0        929.6         801.8        823.75\n",
       "1968  1968        718.0        893.0         767.4        774.25\n",
       "1969  1969        714.0        801.8           NaN        772.75\n",
       "1970  1970        740.0        767.4           NaN           NaN"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 5 period moving average\n",
    "nile_df[\"5-period ma\"] = nile_df[\"Annual flow\"].rolling(5).mean()\n",
    "# 5 period central moving average\n",
    "nile_df[\"5-period cma\"] = nile_df[\"Annual flow\"].rolling(5, center=True).mean()\n",
    "# 4 period central moving average\n",
    "nile_df[\"4-period cma\"] = nile_df[\"Annual flow\"].rolling(4, center=True).mean()\n",
    "nile_df.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "faf8f837",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(3,1,figsize=(12,9),dpi=150,\n",
    "                      facecolor=\"whitesmoke\",\n",
    "                      edgecolor=\"gray\")\n",
    "fig.subplots_adjust(top=0.92,bottom=0.03,hspace=0.32)\n",
    "fig.suptitle(\"moving average over annual flow of Nile river\")\n",
    "title_list = [\"5-p ma\", \"5-p cma\", \"4-p cma\"]\n",
    "for i in range(len(ax)):\n",
    "    ax[i].plot(nile_df[\"Date\"],nile_df[\"Annual flow\"], c='g', lw=.75, ls='--', label=\"raw data\")\n",
    "    ax[i].scatter(nile_df[\"Date\"],nile_df[\"Annual flow\"],marker=\"o\",c='b')\n",
    "    ax[i].plot(nile_df[\"Date\"], nile_df.iloc[:,i+2],c='r',lw=.5,ls='-', label=\"ma|cma data\")\n",
    "    ax[i].set_title(title_list[i])\n",
    "    ax[i].xaxis.set_major_locator(ticker.MultipleLocator(3))\n",
    "    ax[i].set_xticks(nile_df[\"Date\"].values[::6],minor=False)\n",
    "    ax[i].set_xticklabels(np.arange(1871,1971,6),rotation=15)\n",
    "    ax[i].set_xlabel(\"time\")\n",
    "    ax[i].set_ylabel(\"annual flow amount\")\n",
    "    ax[i].grid(alpha=0.4)\n",
    "    ax[i].legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4a2ac4eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1871, 1874, 1877, 1880, 1883, 1886, 1889, 1892, 1895, 1898, 1901,\n",
       "       1904, 1907, 1910, 1913, 1916, 1919, 1922, 1925, 1928, 1931, 1934,\n",
       "       1937, 1940, 1943, 1946, 1949, 1952, 1955, 1958, 1961, 1964, 1967,\n",
       "       1970])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nile_df[\"Date\"].values[::3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a29f62bb",
   "metadata": {},
   "source": [
    "### linear elimination\n",
    "for linear trends, we could do second-time moving average.<br>\n",
    "suppose pattern of data is:\n",
    "\n",
    "$$\n",
    "    \\hat x_{t+l} = a_t + b_tl\n",
    "$$\n",
    "\n",
    "and mean value of first moving average is $\\hat l$, mean value of second moving average is $\\hat L$<br>\n",
    "we could have\n",
    "\n",
    "$$\n",
    "\\left \\{\n",
    "\\begin{array}{ll}\n",
    "a_t = 2\\hat l_t - \\hat L_t \\\\\n",
    "b_t = \\frac{2}{n-1} (\\hat l_t - \\hat L_t)\\\\\n",
    "\\end{array}\n",
    "\\right .\n",
    "$$\n",
    "\n",
    "where $n$ is the window length of ma model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7eaa194d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JDGDP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>129747.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>143967.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      JDGDP\n",
       "0  129747.0\n",
       "1  143967.0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "gdp_df = pd.read_csv('./data/JDGDP.csv')\n",
    "gdp_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "cb561954",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>JDGDP</th>\n",
       "      <th>ma1</th>\n",
       "      <th>ma2</th>\n",
       "      <th>at</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>140618.3</td>\n",
       "      <td>154652.500</td>\n",
       "      <td>153211.66875</td>\n",
       "      <td>156093.33125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>156461.3</td>\n",
       "      <td>157854.150</td>\n",
       "      <td>156257.26875</td>\n",
       "      <td>159451.03125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>165711.9</td>\n",
       "      <td>160993.500</td>\n",
       "      <td>159271.43750</td>\n",
       "      <td>162715.56250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>181182.5</td>\n",
       "      <td>163585.600</td>\n",
       "      <td>162257.31875</td>\n",
       "      <td>164913.88125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>150986.7</td>\n",
       "      <td>166596.025</td>\n",
       "      <td>165130.19375</td>\n",
       "      <td>168061.85625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      JDGDP         ma1           ma2            at\n",
       "4  140618.3  154652.500  153211.66875  156093.33125\n",
       "5  156461.3  157854.150  156257.26875  159451.03125\n",
       "6  165711.9  160993.500  159271.43750  162715.56250\n",
       "7  181182.5  163585.600  162257.31875  164913.88125\n",
       "8  150986.7  166596.025  165130.19375  168061.85625"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdp_df[\"ma1\"] = gdp_df[\"JDGDP\"].rolling(4,center=True).mean()\n",
    "gdp_df[\"ma2\"] = gdp_df[\"ma1\"].rolling(4,center=True).mean()\n",
    "gdp_df[\"at\"] = 2*gdp_df[\"ma1\"] - gdp_df[\"ma2\"]\n",
    "gdp_df.iloc[4:9,:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad8209a0",
   "metadata": {},
   "source": [
    "## exponential smoothing method\n",
    "<font color=maroon><b>exponential smooting method could predict future values</b></font><br>\n",
    "range of applicatioin: <font color=burgendy><b>no trend effect as well as seasonal effect</b></font>. Which means that only random effect takes in consideration of time serie data <br>\n",
    "suppose time series has following pattern:\n",
    "\n",
    "$$\n",
    "    x_{t} = \\mu + \\epsilon_t\n",
    "$$\n",
    "\n",
    "then, exponential smoothing takes in this form:\n",
    "\n",
    "$$\n",
    "    \\hat x_{t+1} = \\alpha x_t + (1-\\alpha) \\hat x_t\n",
    "$$\n",
    "\n",
    "where $\\hat x_t$ is the exponential smoothing value of $x_t$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "fe0471b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1990-12-31    102.1\n",
       "1991-12-31    102.9\n",
       "1992-12-31    105.4\n",
       "1993-12-31    113.2\n",
       "Freq: A-DEC, dtype: float64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from statsmodels.tsa.api import SimpleExpSmoothing\n",
    "\n",
    "retail = np.loadtxt(\"./data/retail_price_index.txt\")\n",
    "index = pd.date_range(start=\"1990\",end=\"2021\",freq=\"A\")\n",
    "retail_df = pd.Series(data=retail, index=index)\n",
    "retail_df.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "88f6500d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# assign smoothing parameter 0.2\n",
    "retail_fit1 = SimpleExpSmoothing(retail_df,initialization_method=\"heuristic\")  \\\n",
    "             .fit(smoothing_level=0.2,optimized=False)\n",
    "fcast1 = retail_fit1.forecast(3).rename(r'$\\alpha=0.2$')\n",
    "# assign smoothing parameter 0.6\n",
    "retail_fit2 = SimpleExpSmoothing(retail_df,initialization_method=\"heuristic\")  \\\n",
    "             .fit(smoothing_level=0.6,optimized=False)\n",
    "fcast2 = retail_fit2.forecast(3).rename(r'$\\alpha=0.6$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5234d70",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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